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Artificial Intelligence
A Modern Approach
Fourth Edition
PEARSON SERIES
IN ARTIFICIAL INTELLIGENCE
Stuart Russell and Peter Norvig, Editors
Artificial Intelligence
A Modern Approach
Fourth Edition
Stuart J. Russell and Peter Norvig
Contributing writers:
Ming-Wei Chang
Jacob Devlin
Anca Dragan
David Forsyth
Ian Goodfellow
Jitendra M. Malik
Vikash Mansinghka
Judea Pearl
Michael Wooldridge
Copyright © 2021, 2010, 2003 by Pearson Education, Inc. or its affiliates, 221 River Street,
Hoboken, NJ 07030. All Rights Reserved. Manufactured in the United States of America.
This publication is protected by copyright, and permission should be obtained from the
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For information regarding permissions, request forms, and the appropriate contacts within
the Pearson Education Global Rights and Permissions department, please visit
www.pearsoned.com/permissions/.
Acknowledgments of third-party content appear on the appropriate page within the text.
Cover Images:
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licensees, or distributors.
Library of Congress Cataloging-in-Publication Data
Names: Russell, Stuart J. (Stuart Jonathan), author. | Norvig, Peter, author.
Title: Artificial intelligence : a modern approach / Stuart J. Russell and Peter Norvig.
Description: Fourth edition. | Hoboken : Pearson, [2021] | Series: Pearson series in artificial
intelligence | Includes bibliographical references and index. | Summary: “Updated edition
of popular textbook on Artificial Intelligence.”— Provided by publisher.
Identifiers: LCCN 2019047498 | ISBN 9780134610993 (hardcover)
Subjects: LCSH: Artificial intelligence.
Classification: LCC Q335 .R86 2021 | DDC 006.3–dc23
LC record available at https://lccn.loc.gov/2019047498
ScoutAutomatedPrintCode
ISBN-10: 0-13-461099-7
ISBN-13: 978-0-13-461099-3
For Loy, Gordon, Lucy, George, and Isaac — S.J.R.
For Kris, Isabella, and Juliet — P.N.
Preface
Artificial Intelligence (AI) is a big field, and this is a big book. We have tried to explore the
full breadth of the field, which encompasses logic, probability, and continuous mathematics;
perception, reasoning, learning, and action; fairness, trust, social good, and safety; and
applications that range from microelectronic devices to robotic planetary explorers to online
services with billions of users.
The subtitle of this book is “A Modern Approach.” That means we have chosen to tell the
story from a current perspective. We synthesize what is now known into a common
framework, recasting early work using the ideas and terminology that are prevalent today.
We apologize to those whose subfields are, as a result, less recognizable.
New to this edition
This edition reflects the changes in AI since the last edition in 2010:
We focus more on machine learning rather than hand-crafted knowledge engineering,
due to the increased availability of data, computing resources, and new algorithms.
Deep learning, probabilistic programming, and multiagent systems receive expanded
coverage, each with their own chapter.
The coverage of natural language understanding, robotics, and computer vision has
been revised to reflect the impact of deep learning.
The robotics chapter now includes robots that interact with humans and the application
of reinforcement learning to robotics.
Previously we defined the goal of AI as creating systems that try to maximize expected
utility, where the specific utility information—the objective—is supplied by the human
designers of the system. Now we no longer assume that the objective is fixed and
known by the AI system; instead, the system may be uncertain about the true objectives
of the humans on whose behalf it operates. It must learn what to maximize and must
function appropriately even while uncertain about the objective.
We increase coverage of the impact of AI on society, including the vital issues of ethics,
fairness, trust, and safety.
We have moved the exercises from the end of each chapter to an online site. This allows
us to continuously add to, update, and improve the exercises, to meet the needs of
instructors and to reflect advances in the field and in AI-related software tools.
Overall, about 25% of the material in the book is brand new. The remaining 75% has
been largely rewritten to present a more unified picture of the field. 22% of the citations
in this edition are to works published after 2010.
Overview of the book
The main unifying theme is the idea of an intelligent agent. We define AI as the study of
agents that receive percepts from the environment and perform actions. Each such agent
implements a function that maps percept sequences to actions, and we cover different ways
to represent these functions, such as reactive agents, real-time planners, decision-theoretic
systems, and deep learning systems. We emphasize learning both as a construction method
for competent systems and as a way of extending the reach of the designer into unknown
environments. We treat robotics and vision not as independently defined problems, but as
occurring in the service of achieving goals. We stress the importance of the task
environment in determining the appropriate agent design.
Our primary aim is to convey the ideas that have emerged over the past seventy years of AI
research and the past two millennia of related work. We have tried to avoid excessive
formality in the presentation of these ideas, while retaining precision. We have included
mathematical formulas and pseudocode algorithms to make the key ideas concrete;
mathematical concepts and notation are described in Appendix A and our pseudocode is
described in Appendix B .
This book is primarily intended for use in an undergraduate course or course sequence. The
book has 28 chapters, each requiring about a week’s worth of lectures, so working through
the whole book requires a two-semester sequence. A one-semester course can use selected
chapters to suit the interests of the instructor and students. The book can also be used in a
graduate-level course (perhaps with the addition of some of the primary sources suggested
in the bibliographical notes), or for self-study or as a reference.
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Throughout the book, important points are marked with a triangle icon in the margin.
Wherever a new term is defined, it is also noted in the margin. Subsequent significant uses
of the term are in bold, but not in the margin. We have included a comprehensive index and
an extensive bibliography.
Term
The only prerequisite is familiarity with basic concepts of computer science (algorithms,
data structures, complexity) at a sophomore level. Freshman calculus and linear algebra are
useful for some of the topics.
Online resources
Online resources are available through pearsonhighered.com/cs-resources or at the
book’s Web site, aima.cs.berkeley.edu. There you will find:
Exercises, programming projects, and research projects. These are no longer at the end
of each chapter; they are online only. Within the book, we refer to an online exercise
with a name like “Exercise 6.NARY.” Instructions on the Web site allow you to find
exercises by name or by topic.
Implementations of the algorithms in the book in Python, Java, and other programming
languages (currently hosted at github.com/aimacode).
A list of over 1400 schools that have used the book, many with links to online course
materials and syllabi.
Supplementary material and links for students and instructors.
Instructions on how to report errors in the book, in the likely event that some exist.
Book cover
The cover depicts the final position from the decisive game 6 of the 1997 chess match in
which the program Deep Blue defeated Garry Kasparov (playing Black), making this the first
time a computer had beaten a world champion in a chess match. Kasparov is shown at the
top. To his right is a pivotal position from the second game of the historic Go match
between former world champion Lee Sedol and DeepMind’s ALPHAGO program. Move 37 by
ALPHAGO violated centuries of Go orthodoxy and was immediately seen by human experts as
an embarrassing mistake, but it turned out to be a winning move. At top left is an Atlas
humanoid robot built by Boston Dynamics. A depiction of a self-driving car sensing its
environment appears between Ada Lovelace, the world’s first computer programmer, and
Alan Turing, whose fundamental work defined artificial intelligence. At the bottom of the
chess board are a Mars Exploration Rover robot and a statue of Aristotle, who pioneered the
study of logic; his planning algorithm from De Motu Animalium appears behind the authors’
names. Behind the chess board is a probabilistic programming model used by the UN
Comprehensive Nuclear-Test-Ban Treaty Organization for detecting nuclear explosions
from seismic signals.
Acknowledgments
It takes a global village to make a book. Over 600 people read parts of the book and made
suggestions for improvement. The complete list is at aima.cs.berkeley.edu/ack.html;
we are grateful to all of them. We have space here to mention only a few especially
important contributors. First the contributing writers:
Judea Pearl (Section 13.5 , Causal Networks);
Vikash Mansinghka (Section 15.3 , Programs as Probability Models);
Michael Wooldridge (Chapter 18 , Multiagent Decision Making);
Ian Goodfellow (Chapter 21 , Deep Learning);
Jacob Devlin and Mei-Wing Chang (Chapter 24 , Deep Learning for Natural
Language);
Jitendra Malik and David Forsyth (Chapter 25 , Computer Vision);
Anca Dragan (Chapter 26 , Robotics).
Then some key roles:
Cynthia Yeung and Malika Cantor (project management);
Julie Sussman and Tom Galloway (copyediting and writing suggestions);
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Omari Stephens (illustrations);
Tracy Johnson (editor);
Erin Ault and Rose Kernan (cover and color conversion);
Nalin Chhibber, Sam Goto, Raymond de Lacaze, Ravi Mohan, Ciaran O’Reilly, Amit
Patel, Dragomir Radiv, and Samagra Sharma (online code development and mentoring);
Google Summer of Code students (online code development).
Stuart would like to thank his wife, Loy Sheflott, for her endless patience and boundless
wisdom. He hopes that Gordon, Lucy, George, and Isaac will soon be reading this book after
they have forgiven him for working so long on it. RUGS (Russell’s Unusual Group of
Students) have been unusually helpful, as always.
Peter would like to thank his parents (Torsten and Gerda) for getting him started, and his
wife (Kris), children (Bella and Juliet), colleagues, boss, and friends for encouraging and
tolerating him through the long hours of writing and rewriting.
About the Authors
STUART RUSSELL was born in 1962 in Portsmouth, England. He received his B.A. with
first-class honours in physics from Oxford University in 1982, and his Ph.D. in computer
science from Stanford in 1986. He then joined the faculty of the University of California at
Berkeley, where he is a professor and former chair of computer science, director of the
Center for Human-Compatible AI, and holder of the Smith–Zadeh Chair in Engineering. In
1990, he received the Presidential Young Investigator Award of the National Science
Foundation, and in 1995 he was cowinner of the Computers and Thought Award. He is a
Fellow of the American Association for Artificial Intelligence, the Association for Computing
Machinery, and the American Association for the Advancement of Science, an Honorary
Fellow of Wadham College, Oxford, and an Andrew Carnegie Fellow. He held the Chaire
Blaise Pascal in Paris from 2012 to 2014. He has published over 300 papers on a wide range
of topics in artificial intelligence. His other books include The Use of Knowledge in Analogy and
Induction, Do the Right Thing: Studies in Limited Rationality (with Eric Wefald), and Human
Compatible: Artificial Intelligence and the Problem of Control.
PETER NORVIG is currently a Director of Research at Google, Inc., and was previously the
director responsible for the core Web search algorithms. He co-taught an online AI class
that signed up 160,000 students, helping to kick off the current round of massive open
online classes. He was head of the Computational Sciences Division at NASA Ames
Research Center, overseeing research and development in artificial intelligence and
robotics. He received a B.S. in applied mathematics from Brown University and a Ph.D. in
computer science from Berkeley. He has been a professor at the University of Southern
California and a faculty member at Berkeley and Stanford. He is a Fellow of the American
Association for Artificial Intelligence, the Association for Computing Machinery, the
American Academy of Arts and Sciences, and the California Academy of Science. His other
books are Paradigms of AI Programming: Case Studies in Common Lisp, Verbmobil: A Translation
System for Face-to-Face Dialog, and Intelligent Help Systems for UNIX.
The two authors shared the inaugural AAAI/EAAI Outstanding Educator award in 2016.
Contents
I Artificial Intelligence
1 Introduction 1
1.1 What Is AI? 1
1.2 The Foundations of Artificial Intelligence 5
1.3 The History of Artificial Intelligence 17
1.4 The State of the Art 27
1.5 Risks and Benefits of AI 31
Summary 34
Bibliographical and Historical Notes 35
2 Intelligent Agents 36
2.1 Agents and Environments 36
2.2 Good Behavior: The Concept of Rationality 39
2.3 The Nature of Environments 42
2.4 The Structure of Agents 47
Summary 60
Bibliographical and Historical Notes 60
II Problem-solving
3 Solving Problems by Searching 63
3.1 Problem-Solving Agents 63
3.2 Example Problems 66
3.3 Search Algorithms 71
3.4 Uninformed Search Strategies 76
3.5 Informed (Heuristic) Search Strategies 84
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3.6 Heuristic Functions 97
Summary 104
Bibliographical and Historical Notes 106
4 Search in Complex Environments 110
4.1 Local Search and Optimization Problems 110
4.2 Local Search in Continuous Spaces 119
4.3 Search with Nondeterministic Actions 122
4.4 Search in Partially Observable Environments 126
4.5 Online Search Agents and Unknown Environments 134
Summary 141
Bibliographical and Historical Notes 142
5 Adversarial Search and Games 146
5.1 Game Theory 146
5.2 Optimal Decisions in Games 148
5.3 Heuristic Alpha–Beta Tree Search 156
5.4 Monte Carlo Tree Search 161
5.5 Stochastic Games 164
5.6 Partially Observable Games 168
5.7 Limitations of Game Search Algorithms 173
Summary 174
Bibliographical and Historical Notes 175
6 Constraint Satisfaction Problems 180
6.1 Defining Constraint Satisfaction Problems 180
6.2 Constraint Propagation: Inference in CSPs 185
6.3 Backtracking Search for CSPs 191
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6.4 Local Search for CSPs 197
6.5 The Structure of Problems 199
Summary 203
Bibliographical and Historical Notes 204
III Knowledge, reasoning, and planning
7 Logical Agents 208
7.1 Knowledge-Based Agents 209
7.2 The Wumpus World 210
7.3 Logic 214
7.4 Propositional Logic: A Very Simple Logic 217
7.5 Propositional Theorem Proving 222
7.6 Effective Propositional Model Checking 232
7.7 Agents Based on Propositional Logic 237
Summary 246
Bibliographical and Historical Notes 247
8 First-Order Logic 251
8.1 Representation Revisited 251
8.2 Syntax and Semantics of First-Order Logic 256
8.3 Using First-Order Logic 265
8.4 Knowledge Engineering in First-Order Logic 271
Summary 277
Bibliographical and Historical Notes 278
9 Inference in First-Order Logic 280
9.1 Propositional vs. First-Order Inference 280
9.2 Unification and First-Order Inference 282
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9.3 Forward Chaining 286
9.4 Backward Chaining 293
9.5 Resolution 298
Summary 309
Bibliographical and Historical Notes 310
10 Knowledge Representation 314
10.1 Ontological Engineering 314
10.2 Categories and Objects 317
10.3 Events 322
10.4 Mental Objects and Modal Logic 326
10.5 Reasoning Systems for Categories 329
10.6 Reasoning with Default Information 333
Summary 337
Bibliographical and Historical Notes 338
11 Automated Planning 344
11.1 Definition of Classical Planning 344
11.2 Algorithms for Classical Planning 348
11.3 Heuristics for Planning 353
11.4 Hierarchical Planning 356
11.5 Planning and Acting in Nondeterministic Domains 365
11.6 Time, Schedules, and Resources 374
11.7 Analysis of Planning Approaches 378
Summary 379
Bibliographical and Historical Notes 380
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IV Uncertain knowledge and reasoning
12 Quantifying Uncertainty 385
12.1 Acting under Uncertainty 385
12.2 Basic Probability Notation 388
12.3 Inference Using Full Joint Distributions 395
12.4 Independence 397
12.5 Bayes’ Rule and Its Use 399
12.6 Naive Bayes Models 402
12.7 The Wumpus World Revisited 404
Summary 407
Bibliographical and Historical Notes 408
13 Probabilistic Reasoning 412
13.1 Representing Knowledge in an Uncertain Domain 412
13.2 The Semantics of Bayesian Networks 414
13.3 Exact Inference in Bayesian Networks 427
13.4 Approximate Inference for Bayesian Networks 435
13.5 Causal Networks 449
Summary 453
Bibliographical and Historical Notes 454
14 Probabilistic Reasoning over Time 461
14.1 Time and Uncertainty 461
14.2 Inference in Temporal Models 465
14.3 Hidden Markov Models 473
14.4 Kalman Filters 479
14.5 Dynamic Bayesian Networks 485
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Summary 496
Bibliographical and Historical Notes 497
15 Probabilistic Programming 500
15.1 Relational Probability Models 501
15.2 Open-Universe Probability Models 507
15.3 Keeping Track of a Complex World 514
15.4 Programs as Probability Models 519
Summary 523
Bibliographical and Historical Notes 524
16 Making Simple Decisions 528
16.1 Combining Beliefs and Desires under Uncertainty 528
16.2 The Basis of Utility Theory 529
16.3 Utility Functions 532
16.4 Multiattribute Utility Functions 540
16.5 Decision Networks 544
16.6 The Value of Information 547
16.7 Unknown Preferences 553
Summary 557
Bibliographical and Historical Notes 557
17 Making Complex Decisions 562
17.1 Sequential Decision Problems 562
17.2 Algorithms for MDPs 572
17.3 Bandit Problems 581
17.4 Partially Observable MDPs 588
17.5 Algorithms for Solving POMDPs 590
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Summary 595
Bibliographical and Historical Notes 596
18 Multiagent Decision Making 599
18.1 Properties of Multiagent Environments 599
18.2 Non-Cooperative Game Theory 605
18.3 Cooperative Game Theory 626
18.4 Making Collective Decisions 632
Summary 645
Bibliographical and Historical Notes 646
V Machine Learning
19 Learning from Examples 651
19.1 Forms of Learning 651
19.2 Supervised Learning 653
19.3 Learning Decision Trees 657
19.4 Model Selection and Optimization 665
19.5 The Theory of Learning 672
19.6 Linear Regression and Classification 676
19.7 Nonparametric Models 686
19.8 Ensemble Learning 696
19.9 Developing Machine Learning Systems 704
Summary 714
Bibliographical and Historical Notes 715
20 Learning Probabilistic Models 721
20.1 Statistical Learning 721
20.2 Learning with Complete Data 724
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20.3 Learning with Hidden Variables: The EM Algorithm 737
Summary 746
Bibliographical and Historical Notes 747
21 Deep Learning 750
21.1 Simple Feedforward Networks 751
21.2 Computation Graphs for Deep Learning 756
21.3 Convolutional Networks 760
21.4 Learning Algorithms 765
21.5 Generalization 768
21.6 Recurrent Neural Networks 772
21.7 Unsupervised Learning and Transfer Learning 775
21.8 Applications 782
Summary 784
Bibliographical and Historical Notes 785
22 Reinforcement Learning 789
22.1 Learning from Rewards 789
22.2 Passive Reinforcement Learning 791
22.3 Active Reinforcement Learning 797
22.4 Generalization in Reinforcement Learning 803
22.5 Policy Search 810
22.6 Apprenticeship and Inverse Reinforcement Learning 812
22.7 Applications of Reinforcement Learning 815
Summary 818
Bibliographical and Historical Notes 819
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VI Communicating, perceiving, and acting
23 Natural Language Processing 823
23.1 Language Models 823
23.2 Grammar 833
23.3 Parsing 835
23.4 Augmented Grammars 841
23.5 Complications of Real Natural Language 845
23.6 Natural Language Tasks 849
Summary 850
Bibliographical and Historical Notes 851
24 Deep Learning for Natural Language Processing 856
24.1 Word Embeddings 856
24.2 Recurrent Neural Networks for NLP 860
24.3 Sequence-to-Sequence Models 864
24.4 The Transformer Architecture 868
24.5 Pretraining and Transfer Learning 871
24.6 State of the art 875
Summary 878
Bibliographical and Historical Notes 878
25 Computer Vision 881
25.1 Introduction 881
25.2 Image Formation 882
25.3 Simple Image Features 888
25.4 Classifying Images 895
25.5 Detecting Objects 899
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25.6 The 3D World 901
25.7 Using Computer Vision 906
Summary 919
Bibliographical and Historical Notes 920
26 Robotics 925
26.1 Robots 925
26.2 Robot Hardware 926
26.3 What kind of problem is robotics solving? 930
26.4 Robotic Perception 931
26.5 Planning and Control 938
26.6 Planning Uncertain Movements 956
26.7 Reinforcement Learning in Robotics 958
26.8 Humans and Robots 961
26.9 Alternative Robotic Frameworks 968
26.10 Application Domains 971
Summary 974
Bibliographical and Historical Notes 975
VII Conclusions
27 Philosophy, Ethics, and Safety of AI 981
27.1 The Limits of AI 981
27.2 Can Machines Really Think? 984
27.3 The Ethics of AI 986
Summary 1005
Bibliographical and Historical Notes 1006
28 The Future of AI 1012
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14 *8 Act. Oath. Epp. . . Paul Evangeligtarla . . . ToUl .... 127 1463
64
The text on this page is estimated to be only 12.07%
accurate
IBrit Mas.-Hwl. «««.-,OOS.-{Acto xiii. 18-20.) * Brit Mm—
R«rL 6MO.— * yxbw v /_A Al v • ^> » -* OVTOCTNUe, X I x-^
SPECIMENS OF CREEK MSS. FROM THE IS.T TO THE VIT.H
CENTURY.
The text on this page is estimated to be only 25.24%
accurate
NEW TESTAMENT Harl. 5537, 5620). Cf. Griesbach, Symb.
Grit, a. 184, 185. 29 (Paul. 35, Genev. 20) Saec. xi. xii 36 (Coll. Nov.
Oxon). 40 (Paul. 46, Apoc. 12. Alex. Vatican. 179). Saec. xi. Coll. by
Zacagni. 66 (Paul. 67). 68 (Paul. 73, Upsal). Saec. xii. xi. 69 (Paul.
74, Apoc. 30, Guelph. xvi. 7). Saec. Xiv. xiii. 81 (Barberini, 377).
Saec. xi. 137 (Milan, Ambros. 97). Saec. xi. Coll. by Schdz. 142
(Mutinensis, 243). Saec. xii.1 C. Primary Cursives in the Pauline
Epistles. 17 = Gosp. 33. 37 = Gosp. 69 (Cod. Lcicestrensis). 57 =
Gosp. 218. 108, 109 = Act, 95, 96. 115, 116 (Act. 100, 101, Mosqu.
Matt. d. f.). 137 (Gosp. 263, Act. 117, Paris, Bibl. Imp. 61). The
following are valuable, but require more careful collation. 5 = Act. 5.
23 (Paris, Coislin. 28). Saec. xi. Descr. by Montfaucon. 31 (Brit. Mus.
ffarl. 5537) = I1". Apoc. Saec. xiii. 33 (Act. 33. Oxford, Coll. Lincoln.
2). 46 = Act. 40. 47 (Oxford, Bodleian. Roe 16). Saec. xi. 55 (Act.
46. Monacensis). 67 (Act. 66. Vindob. Lambec. 34). The cor rections
are especially valuable. 70 (Act. 67. Vindob. Lambec. 37). 71
(Vindob. Forlos. 19). Saec. xii. NEW TESTAMENT 517 » Three other
MSS., containing the Catholic Epistles, require notice, not from their
intrinsic worth, but from their connexion with the controversy on 1
John v. 1, 8. 34 (Gosp. 61, ColL SS. Trin. Dublin, Codex
Montfortianui). Saec. xv. xvi. There is no doubt that this was the
Codex Sritannicus, on the authority of which Erasmus, according to
his promise, inserted the inter polated words, iv T ovpacc}!, franjp,
Ao^cs icai. irvev^a ayiov KOJ. olroi oi r. «. «. KOJ. T. e. 01 p. tv T. y.
; but did not omit, on the same authority (which exactly follows the
late Latin MSS.), the last clause of ver. 8, xal ot rp. — eio-iV. The
page on which the verse stands is the only glazed page in the
volume. A collation of the MS. has been published by Dr. Dobbin,
London, 1854. 162 (Paul. 200. Vat. Ottob. 298.) Saec. xv. A
GraecoLatin MS. It reads, awb TOU ovpavov, Tranjp, Aoyos *cal
irccvfua iyiov KOJ. oi rpets ets TO £v fltri (Tregelles, Horw. p. 217).
Scholz says that the MS. contains " innu merable transpositions," but
gives no clear account of its character. 173 (Paul. 211. Naples, Bibl.
Borbon.) Saec. xi. The Interpolated words, with the articles, and the
last clause of ver. 8, are given by a second hand (Saec. xvi.). Codete
Ravianus (no Gosp.) is a mere transcript of the N. T. of the
Complutensian Polyglott, with variations from Erasmus and
Stephens. Comp. Griesbach, ftynib. Crit. i. clxxxi.-clxxxxii. k The
accompanying plates will give a good idea of the different forms of
biblical Gk. MSS. For permission to take the tracings, from which the
engravings have been admirably made by Mr. Netherclift, my sincere
thanks are due to Sir F. Madden, K.H. ; and 1 am also much
indebted to the other officers of the MSS. department of the British
Museum, for the help which they gave me in making them. Fl. i. fig.
1. A few lines from the Aoyo? e7n.Taios of Hyperidea (col. 9, 1. 4, of
the edition of Rev. C. Babington), a papyrus of the first century, or
not much later. In Mr. Bitbicgton's facsimile the e adscript after
i/o/uw fs 73 (Act. 68). 80 (Act. 73. Vatican. 367). 177-8-9 (Mutin.).
D. Primary Cursives of the Apocalyps". 7 = I** (Act. 25. Brit. Mus.
Harl. 5537). Saec. xi. Coll. by Scrivener. 14 = Gosp. 69 (Cod.
Leicestrensis). 31 = c*" (Brit. Mus. Harl. 5678). Saec. xv, Coll. by
Scrivener. 38 (Vatican. 579). Saec. xiii. Coll. by B. 11. Alford. 47
(Cod. Dresdensis). Saec. xi. Coll. by Matthaei. 51 (Paris, Bibl. Imp.}.
Coll. by Reiche. gier. (Parham, 17). Saec. xi. xii. Coll. by Scrivener.
m«cr. (Middlehill) = 87. Saec. xi. xii. Coll. by Scrivener. The following
are valuable, but require more careful collation. 2 (Act. 10. Paul. 12.
Paris. Bibl. Imp. 237). 6 (Act. 23. Paul. 28. Bodleian. Barooc. 3).
Saec. xii. xiii. 11 (Act. 39. Paul. 45). 12 = Act. 40. 17, 19 (Ev. 35.
Act. 14. Paul. 18 ; Act. 17, Paul. 21. Paris. Coislin. 199, 205). 28
(Bodleian. Barocc. 48',,. 36 (Vindob. Forlos. 29). Saec. xiv. 41 (Alex-
Vatican. 68). Saec. xiv. 46 = Gosp. 209. 82 (Act. 179. Paul. 128.
Monac. 211). 30. Having surveyed in outline the history of the
transmission of the written text, and the chief characteristics of the
MSS.k in which it is preserved, omitted wrongly. It is in fact partly
bidden under a fibre of the papyrus, but easily seen from the side.
Two cha racteristic transcriptural errors occur in the passage : Tta
rov-rif Tpoirta for T TOVTOV rpoirta, and (by itacism, }31)
avvi^ovrai for o-vveovTi. Fig. 2. The opening verses of St. John's
Gospel from the Cod. Ale*. The two first lines are rubricated. The
spe cimen exhibits the common contractions, 0C, A.NfJN, and an
example of itacism, xP«'s- The stop at the end of the fifth line, ovSe
tv , is only visible in a strong light, but certainly exists there, as in C
D L, &c. Fig. 3. A very legible specimen of the Nitrian pa limpsest of
St. Luke. The Greek letters in the original are less defined, and very
variable in tint: the Syriac somewhat heavier than in the engraving,
which is on the whole very faithful. The dark lines shew where the
vellum was folded to form the new book for the writings of Severus
of Antioch. The same MS. contained fragments of the 1 Had, edited
by Dr. Cureton, and a piece of Enclld. PI. ii. fig. 1. Part of the first
column of the famous Harleian Evcmgelistarium, collated by
Scrivener. It is dated A.D. 995 (Scrivener, Cod. Aug. p. xlviii.). The
letters on this page are all in gold. The initial letter is illu minated
with red and blue. The MS. is a magnificent example of a service-
book. Fig. 2. From Tischendorf 's valuable MS. of the Acts (61
Tregelles). It was written A.D. 1044 (Scrivener, Cod. Aug. Ixix.). The
specimen contains the itacisms xpoviav (jtpovov) and jrei/Tucoi>Ta.
Fig. 3. The beginning of St. John, from Cod. 114 of tl:e Gospels
(Griesbach, Symb. Crit. i. cxciii.), a MS. of the 13th cent. Fig. 4. Part
of the beginning of St. John, from UM very valuable Evangelistarium
ysc*. (Scrivener, ColLittu>r &c., pp. Ixi. ff.). The initial letter of the
Gospel is a rude illumination. The MS. bears a date 1319; but Mr.
Scri vener justly doubts whether this iu in the haud of tb< original
scribe.
The text on this page is estimated to be only 22.92%
accurate
518 NEW TESTAMENT we ar« ;n a oosition to consider the
e.vent anc not'jre of the variations which exist in litferen oopies. It is
impossible to estimate the r. amber o these exactly, but they cannot
be less than 120,000 in all (Scrivener, Introduction, 3), though of
these » very large proportion consist of differences o spelling and
isolated aberrations of scribes,1 and o the remainder comparatively
few alterations are sufficiently well supported to create reasonable
doubt as to the final judgment. Probably there are not more than
1600-2000 places in which the true reading is a matter of
uncertainty, even i we include in this questions of order, inflexion am
orthography : the doubtful readings by which th souse is in any way
affected are very much fewer and those of dogmatic importance can
be easily numbered. 31. Various readings are due to different causes
some arose from accidental, others from intentiona alterations of the
original text, (i) Accidental va riations or errata, are by far the most
numerous class, and admit of being referred to several obvious
sources, (o) Some are errors of sound. The most frequent form of
this error is called Itacism, a con fusion of different varieties of the I-
sound, by which (01, v) i, i, ««, «, &c., are constantly inter
changed. ' Other vowel-changes, as of o and to, ov and a, &c., occur,
but less frequently. Very few MSS. are wholly free from mistakes of
this kind, but some abound in them. As an illustration the following
variants occur in Fs in Rom. vi. 1-16: 1 tpevufv. 2 Znves, efrei («T»)'
3 ayvotirai (-TS). • 5 fffu^aiOa. 8 airo6d.vofi.ev. 9 airoOv-flffKt, (rd.
1 1 V/MS, oyi£(ff6cu. 13 irapao ffarat. 14 &rra( (-re). 15 '6r(t. 16
otoarai, OTd, Trapfiffrdi'(Tat (irupia. Matt. i. 18 ; Luke i. 14,
y(vvriffis, ytv«ris. Matt, xxvii. 35, 0dovrfs, &a6vret. 1
Pet. ii. 1, 7, C€ATTON, tATTOtf (cf. Tischdf. ad £om. xiii. 9).
Luke vii. 21, EXAPI2ATO BAEHEIN, EXAPI2ATO TO BAETIEIN. Mark
viii. 17, 2TNIETE, 2TNIETE ETI. Luke ii. 38, (ATTH) ATTH T.
flPA. Matt. xi. 23, KA*APNAOTM MH, KA*APNAOTM H. 1 Thess. ii.
7, EFENH0HMEN NHHIOI, ErENH0HMEN HHIOI. Luke ix. 49, EKBAAAONTA
AAIMONIA, EKBAAAONTA TA AA1M. Mark xiv. 35, riPOCEA0nN,
HPOEAenN. 2Cor. iii. 10, OT AEAOZA2TAI, OTAE AEAOZA2TAI. I Pet.
iii. 20, AIIAE EAEXETO, ATIEEEAEXETO. Acts x. 36, TON AOFON
AIIE2TEIAE, TON AOFON ON ADE2TE1AE. Sometimes this cause of
error leads to further change: 2 Cor. iii. 15, HNIKA AN
ANAFINX12KHTAI, HNIKA ANAriNn2KETAI. » Examples of omission
from Homoioteleuton occur John vii. 7 (in T) ; 1 John ii. 23,
iv. 3 ; Apoc. ix. 1, 2, xiv. 1 ; Matt. v. 20 (D). Cf. 1 Cor.
xv. 25-27, 54 (F2, G3) ; xv. 15 (Origen). And some have sought
to explain on this principle the absence from the best
authorities of the disputed clause in Matt. x. 23, and the
entire verses, Luke xvii. 36, Matt, xxiii. 14. Instances of
false division are found, Mark xv. 6. '6vit(p PTOVVTO, Si
irapjjT00»TO. Fhii. i. i,
The text on this page is estimated to be only 11.22%
accurate
Vol. II. i. Brit. MW.-P* n. PL II. nO TO YTHHQiKQYJUi&X
HnYrkHKO o 7 2. Brit. MM.— Ood. A^x.-(gt. John L 1-4.) MA e M
ApK Mil J»OCTO M 0N Ore ro M € C KOTi . Brit. Mm— Add. 17, 211.
— (81 Lute xx. », 10.) ^uJNv JJVOTo •S jr»«?^ }&Jl;
The text on this page is estimated to be only 24.30%
accurate
NEW TESTAMENT roj. rft )f5»a rov ffu^aros.0 Horn. xii. 13,
xp«'«»*> ;-j>tlais. Hebr. ii. 9, x'fy"*. X)- And the remarkable
substitution of /cuipy for icvpitp in Rom. zii. 1 1 seems to have been
caused by a false render ing of an unusual contraction The same
expla nation may also apply to the variants in 1 Cor. ii. 1, fiaprvpiov,
ff.vtrr-f)piov. 1 Tim. i. 4, oiKoyo/j.tav, oiKoSo/j.lav, oiKoSofMrji/. 33.
Other variations may be described as errors of impression or
memory. The copyist after read ing a sentence from the text before
him often failed to reproduce it exactly. He transposed the words, or
substituted a synonym for some very common term, or gave a direct
personal turn to what was objective before. Variations of order are
the most frequent, and very commonly the most puzzling questions
of textual criticism. Examples occur in every page, almost in every
verse of the N. T. The exchange of synonyms is chiefly confined to a
few words of consUoit use, to variations between simple and
compound words, or to changes of tense or number: eyfiv, dire^v,
tpdvai, attv Matt. xii. 48, xv. 12, xix. 21 ; Mark xiv. 31 ; John xiv.
10, &c. tyflpw, Sifyttpov Matt. i. 24. iyepOrivcu, avamrivai Matt. xvii.
9 ; Luke ix. 22. tQfiv, a.ire8e'iv, £|cA.06?ir Matt. xiv. 25 ; Luke xxiii.
33 ; Acts xvi. 39. 'I. X., 'Iijvtv ; Mark vii. 5, ivlirrots for Koivais ;
Matt. v. 11, ^ev8(fyi«'oi: comp. John v. 4 (Luke xxii. 43, 44). 36. (7)
Many of the glosses which were intro duced into the text spring from
the ecclesiastical use of the N. T., just as in the Gospels of our own
Prayer-Book introductory clauses have been inserted here and there
(e. g. 3rd and 4th Sundays after Easter: " Jesus said to His
disciples"). These ad ditions are commonly notes of person or place :
Matt. iv. 12, xii. 25, &c., 6 'itjffovs inserted ; John xiv 1, Kal flirty rols
/uad^rais avrov ; Acts iii. 11, xxriii. 1 (cf. Mill, Prolegg. 1055-6).
Sometimes an emphatic clause is added : Matt. xiii. 23, xxv. 29;
Mark vii. 16; Luke viii. 15, xii. 21, 6 exspel and in the collections of
ecclesiastical hymns. Home, 227) that, in the A. V. of Hebr. x. 23, "
the pro fession of our faith " stands for " the profession of uut tope."
The former i« found in no document whatever
The text on this page is estimated to be only 25.11%
accurate
620 NEW TESTAMENT 87. (8) Sometimes, though rarely,
various read ings noted on the margin are incorporated in the text,
though this may be reckoned as the effect of ignorance rather than
design. Signal examples of this confusion occur: Matt. xvii. 26, xxvi.
59, 60 (D) ; Rom. vi. 12. Other instances are found, Matt. v. 19 ;
Rom. xiv. 9 ; 2 Cor. i. 10 ; 1 Pet. iii. 8. 38. («) The number of
readings which seem to have been altered for distinctly dogmatic
reasons is extremely small. In spite of the great revolutions in
thought, feeling, and practice through which the Christian Church
passed in fifteen centuries, the copyists of the N. T. faithfully
preserved, according to their ability, the sacred trust committed to
them. There is not any trace of intentional re vision designed to give
support to current opinions 'Matt. xvii. 21 ; Mark ix. 29 ; 1 Cor. vii. 5,
need scarcely be noticed). The utmost that can be urged is that
internal considerations may have decided the choice of readings:
Acts xvi. 7, xx. 28 ; Rom. v. 14 ; 1 Cor. xv. 51 ; 2 Cor. v. 7 ; 1 Tim. jii.
16 ; 1 John v. 7, in Latin copies; (Rom. viii. 1 1). And in some cases
a feeling of reverence may have led to a change in expression, or to
the intro duction of a modifying clause: Lukeii. 33, 'la> for 6 WOT);P
avrov ; ii. 43, 'Iwffty xal fi ^rrip avrov for oi yoveis avrov ; John vii.
39, ovvw yap $v irvev/j.a SfSofjLfvov ; Acts xix. 2 (D) ; Gal. ii. 5 ;
Mark xiii. 32, om. ovSe 6 vt6s (cf. Matt. xxiv. 36) ; Matt. v. 22, add.
elufi ; 1 Cor. xi. 29, add. ava^ius (Luke xxii. 43, 44, om.). But the
general effect of these variations is scarcely appreciable ; nor are the
corrections of assumed historical and geographical errors much more
numerous: Matt. i. 11, viii. 28, Ttpyea-nviiv ; xxiii. 35, om. vlov
Bapaxiov ; xxvii. 9, om. 'lepimiov, or Za^api'ou ; Mark i. 2, iv TO""
vpcxp-firais for tv 'Hff. rtf irp. ; ii. 28, om. eirl 'A£. ap%iepfus ; John
i. 28, B7j0aj8ap£ ; v. 2, $v tie for tffri St ; vii. 8, oviru for OVK (?) ;
viii. 57, reffffepdKovra for irevr-fiKovra ; xix. 14, 8>pa ?v aiy Tpirrf
for e/fTTj ; Acts xiii. 33, Tip Sevreptf for r$ icpcorip. 39. It will be
obvious from an examination of the instances quoted that the great
mass of various readings are simply variations in form. The.re are,
however, one or two greater variations of a different character. The
most important of these are John vii. 53-viii. 12 ; Mark xvi. 9-end ;
Rom. xvi. 25-27. The first stands quite by itself; and there seems to
be little doubt that it contains an authentic narra tive, but not by the
hand of St. John. The two others, taken in connexion with the last
chapter of St. John's Gospel, suggest the possibility that the
apostolic writings may have undergone in some cases authoritative
revision : a supposition which does not in any way affect their
canonical claims: but it would be impossible to enter upon the
details of such a question here. 40. Manuscripts, it must be
remembered, are but q The history and characteristics of the
Versions are discussed elsewhere. It may be useful to add a short
table Ephraem Syrus, 1 378. BASILIUS MAGMUS, 329379. fUlariut, f
449. Theodoretus, 393-458. Euthallus, c. 450. of the Fathers whose
works are of the greatest importance HIERONYMVS, 340-420.
Caisiodarus, c. 468-566. for the history of the text. Those of the first
rank are Ambrosius, 34(1-397. Victor Antiochenus. marked by
capitals ; the Latin Fathers by italics. AM BSOS1ASTES, c. 360.
Theophylactus, f c. 62?. Justinus M., c. 103-163. Dionysius Alex., f
265. Victorinut, c. 360. ANDREAS (Apoc.), c. 636 IRENAEUS, c. 120-
190. Petrus Alex., 1 313. CHRTSOSTOMUS, 347-407. 700. Irenaei
Interpret, c. 180. Methodius, fc. 311. DIDYMUS, 1 396. Primasius
(Apoc.) TF.nTVl.Ll ANUS (MarKUSEBICS CAESAR, 264EPIPHANIUS, 1
402. Johannes Damascene*, cion). o. 100-240. 340. Rufmus, c. 345-
410. t c. 756. CLEMENS ALKX., t ~ 220. ATHANASIUB, 296-373.
AVGUSTINUS, 364-430. Oecumonius, c. 960. ORir.ENtS, 1X6-253.
Cyrillus Hiero»c., 315Theodoras Mops, f 429. Evthymlua, c. 1100.
Hippolytus. 386. CTKII.LUS ALKX., f 444. CVPR1AXVS, f25? LVCltER,
f370 . NEW TESTAMENT one of tne three sources of textual
crit'^Jsm. The versions and patristic quotations are scarcely less
important in doubtful cases.* But the texts ol the versions aad the
Fathers were themselves liable t>> corruption, and careful revision
is necessary befDre they can be used with confidence. These
consider at ions will sufficiently show, how intricate a problem it is to
determine the text of the N. T., where " there is a mystery in the
very order of the words," and what a vast amount of materials the
critic must have at his command before he can offer a satisfactory
solution. It remains to inquire next whether the first editors of the
printed text had such materials, or were competent to make use of
them. II. THE HISTORY OF THE PRINTED TEXT. 1. The history of
the printed text of the N. T. may be divided into three periods. The
first of these extends from the labours of the Complutensian editors
to those of Mill : the second from Mill to Scholz : the third from
Lachmann to the present time. The criticism of the first period was
neces sarily tentative and partial : the materials available for the
construction of the text were few, and im perfectly known : the
relative value of various wit nesses was as yet undetermined ; and
however highly we may rate the scholarship of Erasmus or Beza. this
could not supersede the teaching of long expe rience in the sacred
writings any more than in the writings of classical authors. The
second period marks a great progress: the evidence of MSS., of
versions, of Fathers, was collected with the greatest diligence and
success : authorities were compared and classified : principles of
observation and judgment were laid down. But the influence of the
former period still lingered. The old i: received" text was supposed to
have some prescriptive right in virtue of its prior publication, and not
on the ground of its merits : this was assumed as the copy which
was to be corrected only so far as was absolutely necessary. The
third period was introduced by the declaration of a new and sounder
law. It was laid down that no right of possession could be pleaded
against evidence. The "received" text, as such, was allowed no
weight whatever. Its authority, on this view, must depend solely on
its critical worth. From first to last, in minute details of order and
ortho graphy, as well as- in graver questions of substantial
alteration, the text must be formed by a free and unfettered
judgment. Variety of opinions may exist as to the true method and
range of inquiry, as to the relative importance of different forms of
testi mony : all that is claimed is to rest the letter of the N. T.
completely and avowedly on a critical and not on a conventional
basis. This principle, which seems, indeed, to be an axiom, can only
b« called iu. question by supposing that in the first instance the
printed text of the N. T. was guarded
The text on this page is estimated to be only 26.30%
accurate
NEW TK3TAMENT from the errors and imperfections which
attended the early editions of every classical text ; and next that the
laws of evidence which hold good every where else fail in the veiy
case where they might be expected to find their noblest and most
fruitful application — suppositions which are refuted by the whole
history of the Bible. Each of these periods will now require to be
noticed more in detail. (i) From the Complutensian Polyglott to Mill.
2. The Complutensian Polyqlott. — The Latin Vulgate and the
Hebrew text of the 0. T. had been published some time before any
part of the original Greek of the N. T. The Hebrew text was called for
by numerous and wealthy Jewish congrega tions (Soncino, 1482-88),
the Vulgate satisfied ecclesiastical wants; and the few Greek scholars
who lived at the close of the 15th century were hardly likely to
hasten the printing of the Greek Testament. Yet the critical study of
the Greek text hadnotbeen wholly neglected. Laurentius Valla, who
was second to none of the scholars of nis age (comp. Russell's Life
of Bp. Andrewes, pp. 282-310, quoted by Scrivener), quotes in one
place (Matt, xxvii. 12) three, and in anothei (John vii. 29), seven
Greek MSS. in his commentaries on the N. T., which were published
in 1505, nearly half a century after his death (Michaelis, Introd. ed.
Marsh, ii. 339, 340). J. Faber (1512) made use of five Greek MSS. of
St. Paul's Epistles (Michaelis, p. 420). Meanwhile the Greek Psalter
had been published several times (first at Milan, 1481 ?),and the
Hymns of Zacharias and the Virgin (Luke i. 42-56, 68-80) were ap
pended to a Venetian edition of 1486, as frequently happens in MS.
Psalters. This was the first part of the N. T. which was printed in
Greek. Eighteen years afterwards (1504), the first six chapters of St.
John's Gospel were added to an edition of the poems of Gregory of
Nazianzus, published by Aldus (Guericke, EM. §41). But the glory of
printing the first Greek Testament is due to the princely Cardinal
XIMENES. This great prelate as early as 1502 engaged the services
of a number of scholars to superintend an edition of the whole Bible
in the original Hebrew and Greek, with the addition of the Chaldee
Targum of Onkelos, the LXX. version, and the Vulgate. The work was
executed at Alcala (Complutum), where he had founded a university.
The volume containing the N. T. was printed first, and was
completed on Jan. 10, 1514. The whole work was not finished till
July 10, 1517, about four months before the death of the Cardinal.
Va rious obstacles still delayed its publication, and it was not
generally circulated till 1522, though Leo X. (to whom it was
dedicated) authorized the publication March 22, 1520 (Tregelles,
Hist, of Printed Text of N. T. ; Mill, Prolegg.*). NEW TESTAMENT 521
The most celebrated men who were engaged on the N. T.. which
forms the fifth volume of the entire work, were Lebrixa
(Nebrissensis) and Stumca, Considerable discussion has been raised
as to tht MSS. which they used. The editors describe these generally
as " copies of the greatest accuracy and antiquity," sent from the
Papal Library at Home ; and in the dedication to Leo
acknowledgment is made of his generosity in sending MSS. of both
"the Old and N. T."r Very little time, how ever, could have been given
to the examination cf the Roman MSS. of the N. T., as somewhat less
than eleven months elapsed between the election of Leo and the
completion of the Complutensian Tes tament ; and it is remarkable
that while an entry is preserved in the Vatican of the loan and return
of two MSS. of parts of the LXX. there is no trace of the transmission
of any N. T. MS. to Alcala (Tischdf. N. T. 1859, p. Ixxxii. n.). The
whole question, however, is now rather of bibliographical than of
critical interest. There can be no doubt that the copies, from
whatever source they came, were of late date, and of the common
type." The preference which the editors avow for the Vulgate,
placing it in the centre column in the 0. T. " between the Synagogue
and the Eastern Church, tanquam duos hinc et inde latrones," to
quote the well-known and startling words of the Preface " me dium
autem Jesum, hoc est, Romanam sive Latinam ecclesiam " (vol. i. p.
iii. b.), has subjected them to the charge of altering the Greek text
to suit the Vulgate. But except in the famous interpolation and
omission in 1 John v. 7, 8, and some points of orthography
(BeeXfe/Sov/S, BeAfoA, 'tischdf. p. Ixxxiii.) the charge is unfounded
(Alarsh, on Mi chaelis ii. p. 851, gives the literature of the contro
versy). The impression was limited to six hundred copies, and as,
owing to the delays which occurred between the printing and
publication of the book, its appearance was forestalled by that of the
edition of Erasmus, the Complutensian N. T. exercised comparatively
small influence on later texts, except in the Apocalypse (comp. §3).
The chief editions which follow it in the main, are those of (Pfantin ,
Antwerp, 1564-1612; Geneva, 1609-1632; Mainz 1753 (Keuss,
Gesch. d. N. T. §401 ; Le Long, Biblioth. Sacra, ed. Masch, i. 191-
195); Mill re gretted that it was not accepted as the standard text
(Proleg. 1115); and has given a long list of passages in which it
otf'ers, in his opinion, better readings than the Stephanie or
Elzevirian texts (Proleg. 1098-1114). 3. The editions of Erasmus, —
The history of the edition of ERASMUS, which was the first published
edition of the N. T., is happily free from all obscurity. Erasmus had
paid consider' " Testari possumus, Pater sanctissime [f. e. Leo X.],
maximum laboris nostri partem in eo praecipue versatam fuisse ut
castlgatissima omni ex parte vetustisaimaque exemplaria pro
archetypis habcremus, quotum ^uidem tarn Hebraeorum quam
Graecorum ac Latinorum multiplicem copiam variis ex locis uon sine
summo labore conquisivimus. Atque ex ipsis quidem Graeca
Sanctitati tuae detemus : qui ex ista Apostolica Bibliotheca
antiquissimos turn Veteris turn Novl Testamenti codices pcrquam
humane ad nos misisti ; qui nobis In hoc negocio maxime fuerunt
adjumento" (Prol. iii. a). And again, torn. v. Praef. : " Illud lectoreiu
non lateat, non quaevis exemplaria impressioni huic archetypa
fuisse, sed antiquissima emendatissimaque ac t?.utae praeterea
vetuslatis ut fidem eis abrogare nefas videatur (n-pbs SuoxoAoc ttwn
TDiro^aTTaf KCU fttftt)ui', iic) quae sanctissimus In Christo pater
Leo X. pontifex maximua Luic institute favere cupiens ex Apostolica
Bibliotheca educta mlsit." " One MS. is specially appealed to by
Stunica in his controversy with Erasmus, the Cod. Rhodiensis, but
nothing is known of It which can lead to its identification. The
famous story of the destruction of MSS. by the fire work maker, as
useless parchments, has been fully and clearly refuted. All the MSS.
of Ximenes which were used for the Polyglott are now at Madrid, but
there Is no MS. of any part of the Gk. Test, among them (Tregelles,
Hist of Printed Text, pp. 12-18). The edition has many readings in
common with the Laudlan MS. numbered 51 Gosp., 32 Acts, 38 Paul
(Mill, Proleg. 1090, 1436-38) Many of the peculiar readings are
collected by 1*111! (Prolog. 10&2-1095).
The text on this page is estimated to be only 25.28%
accurate
5?,2 NEW TESTAMENT tble attention to the study of the N.
T when te received an application from Frobcn, a printer >f Basic
with whom he was acquainted, to pre pare a Greek text for the
press. Froben was anxious to anticipate the publication of the
Complutensian edition, and the haste with which the work of
Erasmus was completed, shows that little consideration was paid to
the exigences of textual criticism. The request was made on April 17,
1515, while Erasmus was in England. The details of the printing
were not settled in September in the same year, and the whole work
was finished in February 1516 Tregelles, Hist, of Printed Text, 19,
20). The work, as Erasmus afterwards confessed, was done in
reckless haste (" praecipitatuin verius quam editum. Comp. Epp. .
"26 ; xii. 19), and that too in the midst of other heavy literary
labours (Ep. i. 7. Comp. Wetstein, Prolegg. p. 166-7).* The MSS.
which formed the basis of his edition are still, with one exception,
preserved at Basle ; and two which he used for the press contain the
corrections of Erasmus and the printer's marks (Michaelis, ii. 220,
221). The one is a MS. of the Gospels of the 1 6th century of the
ordinary late type (marked 2 Gosp. in the cata logues of MSS. since
Wetstein) ; the other a MS. of the Acts and the Epistles (2 Acts.
Epp.), somewhat older but of the same general character." Erasmus
also made some use of two other Basle MSS. (1 Gosp. ; 4 Acts. Epp.)
; the former of these is of great value, but the important variations
from the common text which it offers, made him suspect that it had
been altered from the Latin." For the Apo calypse he had only an
imperfect MS. which be longed to Keuchlin. The last six verses were
wanting, and these he translated from the Latin,* a process which
he adopted in other places where it was less excusable. The received
text contains two memorable instances of this bold interpolation.
The one is Acts viii. 37, which Erasmus, as he says, found written in
the margin of a Greek MS., though it was wanting in that which he
used : the other is Acts ix. 5, 6, ffKKitpov r)Tu>i', in place of ws el; -
n>n irpo6<. f="" to.="" yap="" eiri="" ttflfl="" trpo="" rauto.=""
ai=""/>aipo /3t'/3Aov, airo |3i'£Aov T. 4. Some of these tire obvious
blunders in rendering from thu Latin, and yet they are consecrated
by uj-e. J Luther's German version was made from this text (Keuss,
(Sack. d. H. S. $400). One conjecture of Erasmus.. 1 Pet iii. 20,
a*ro£ tfeie^ero, supported by no MS., pasted from this edition into
the received text. 1 In the course of the controversy on this passage
tb* Cod. Vatic. B was appealed to (1521). Some v«ars later (1534)
Sepulveda describes the MS. in a letter to Erasmus, giving a general
description of its agreement with the Vulgate, and a selection of
various readings. In reply to this Erasmus appeals to a supposed
foedut cum (fraecit, made at the Council of Florence, 1439, in
accordance with which Greek copies were to be altered to agree with
the Latin ; and argues that B may have been so altered. When
Sepulveda answers that no such compact was made, Erasmus
replies that he had heard from Culhbert [Tonstall] of Durham that it
was agreed that the Greek MSS. should be corrected to harmonize
with the Latin, and took the >tatement for granted. Yet on this
simple misunderstanding the credit of the oldest MSS. has been
impugned. The in fluence of the idea in "/oediw cum Graecis" has all
belief in the fact (Trebles, Uorne, iv. pp. xv.
The text on this page is estimated to be only 25.66%
accurate
NEW TESTAMENT ribt/Jned a copy of the Complutensian
text, and in Ins fourth edition in 1527, gave some various read ings
from it iu addition to those which he had already noted, and used it
to correct his own text In the Apocalypse in 90 places, while
elsewhere he introduced only 16 changes (Mill, §1141). His fifth and
last edition (1535) differs only in 4 places from the fourth, and the
fourth edition after wards became the basis of the received text.
This, it will be seen, rested on scanty and late Greek evidance,
without the help of any versions except the Latin, which was itself so
deformed in common copies, as not to show its true character and
weight. 4. The editions of Stephens. — The scene of our history now
changes from Basle to Paris. In 1543, Simon de Colines (
COLINAEUS) published a Greek text of the N. T.. corrected in about
150 places on fresh MS. authority. He was charged by Beza with
making changes by conjecture ; but of the ten examples quoted by
Mill, all but one (Matt. viii. 33, &irai>Ta for irdvra) are supported by
MSS., and four by the Parisian MS. Reg. 85 (119 Gospp.).» The
edition of Colinaeus does not appear to naveobtained any wide
influence. Not long after it ap peared, K. Estienne (STEPHANUS)
published his first edition (1546), which was based on a collation of
MSS. in the Royal Library with the Compluten sian text.b He gives no
detailed description of the MSS. which he used, and their character
can only be discovered by the quotation of their readings, which is
given in the third edition. According to Mill, the text differs from the
Complutensian in 581 places, and in 198 of these it follows the last
edition of Erasmus. The former printed texts are abandoned in only
37 places in favour of the MSS., and the Erasmian reading is often
preferred to that supported by all the other Greek authorities with
which Stephens is known to have been acquainted : e. g. Matt. vi.
18, viii. 5, ix. 5. &c.e A second edition veiy closely resembling the
first both in form and text, having the same preface and the same
number of pages and lines, was published in 1549; but the great
edition of Stephens is that known as the Regia, published in 1550.*
In this a systematic collection of various readings, amounting, it is
said, to 2194 (Mill, §1227), is given for the first time; but still no
consistent critical use was made of them. Of the authorities which he
quoted most have been since identified. They were the
Complutensian text, 10 MSS. of the Gospels, 8 of the Acts, 7 of the
Catholic Epistles, 8 of the Pauline Epistles, 2 of the Apocalypse, in all
15 distinct MSS. One of these was the Codex Bezae a An
examination of the readings quoted from Colinaeus by Mill shows
conclusively that he used Cod. 119 of the Gospels, 10 of the Pauline
Epistles (8 of the Acts, the MS. marked ta by Stephens), and
probably 33 of the Gospels arid 5 of the Catholic Kpistles. The
readings in 1 Cor. xiv. 2, 1 Pet. v. 2, 2 Pet. iii. 17, seem to be mere
errors, and are apparently supported by no authority. •> This edition
and its counterpart (1549) are known as the " (j mirificam" edition,
from the opening words of the preface : " 0 mirificam regis nostri
optlmi et praestantissimi principis liberalitatem," in allusion to the
new fount of small Greek type which the king had ordered to be cut,
and which was now used for the first time. " The Complutensian
influence on these editions has boen over-estimated. In the last
versos of the Apc>c:ilypse ($3) they follow what Erasmus supplied,
and not any Ureek authority" (Tregelles). c Stephens' own
description of his edi'.ion cannot be recoived literally. " Codices nacti
aliquot ip*a vetustatis ?P»<: pene="" adorandos="" quorum=""
copium="" nobis="" bibliothtta="" new="" testament="" two=""
have="" not="" yet="" been="" recognised="" griesbach="" n.=""
t.="" ft="" xxiv.-xxxvi.="" the="" collation="" were="" made=""
by="" his="" son="" henry="" stephens="" but="" they="" fail=""
entirely="" to="" satisfy="" requirements="" of="" exact=""
criticism.="" various="" readings="" d="" alone="" in="" tin=""
gospels="" and="" acts="" are="" more="" thai="" whole=""
number="" given="" or="" take="" another.="" example=""
while="" only="" variants="" complutensian="" mill="" calculates=""
that="" omitted="" nor="" was="" use="" materials=""
satisfactory="" than="" their="" quality.="" less="" thirty=""
changes="" on="" ms.="" authority="" except="" apocalypse=""
which="" follows="" text="" most="" closely="" it="" hardly=""
ever="" deseiis="" last="" edition="" erasmus="" numerous=""
instances="" occur="" deserts="" former="" all="" msst=""
restore="" an="" erasmian="" reading.="" quotes="" following=""
examples="" among="" others="" interesting="" because=""
passed="" from="" stephanie="" into="" our="" a.="" v.=""
matt.="" ii.="" tvpov="" for="" eitiov="" any="" greek="" as=""
far="" i="" know="" though="" scholz="" says="" cum="" codd.=""
multis="" iii.="" icapiroiis="" a="" kapirbf="" mark="" vi.=""
add.="" ol="" oxxot="" :="" xvi-="" raxv.="" luke="" vii.="" tlire=""
kvpws.="" john="" xiv.="" rovrov.="" l="" rom.="" om.="" kal=""
before="" sucaiokpiffias.="" james="" karakpioritf="" kpiorjtf.=""
prescription="" oc="" cupied="" place="" evidence="" well=""
work="" textual="" critic="" reserved="" time="" when="" he=""
could="" command="" trustworthy="" complete="" collations.=""
published="" fourth="" is="" remarkable="" giving="" first=""
present="" division="" verses.="" editions="" beza="" elzevir.=""
nothing="" can="" illustrate="" clearly="" deficiency="" scholars=""
elements="" criti="" cism="" annotations="" this="" great=""
divine="" obtained="" h.="" ste="" phens="" copy="" had=""
noted="" down="" about="" twenty-five="" mss.="" early=""
marsh="" michaelis="" used="" collection="" rather=""
exegetical="" ..han="" critical="" purposes.="" thus=""
pronounced="" favour="" obvious="" inter="" polations="" i.=""
xviii.="" consequently="" margin="" elsewhere="" maintained=""
grounds="" wholly="" indefensible="" matt="" xvi.=""
interpolation="" apoc.="" xi.="" ayye="" eiffrijkd="" has=""
regia="" facile="" suppeditablt="" ex="" iis="" ita="" hunc=""
nostrum="" recensuimus="" ut="" nullam="" omnino="" litteram=""
secus="" esse="" paleremur="" quam="" plures="" iique=""
meliores="" libri="" tanquam="" testes.="" comprobarent.=""
adjuti="" praeterea="" sumus="" allis="" erasnil="" turn="" vero=""
complutensl="" editione="" ad="" vetustissimos="" bibliothecae=""
leonis="" x.="" pont="" codices="" excudl="" jusserat=""
hispan.="" card.="" fr.="" siraenlus="" quos="" nostris="" miro=""
consensu="" saepissime="" convenire="" ipsa="" collatione=""
deprehendlmus="" edit.="" preface="" third="" same="" copies=""
these="" that.="" novum="" jesu="" christ="" d.=""
testamentum.="" bibliotheca="" regia.="" lntetiae.="" officinft=""
robert="" stephani="" typographi="" regii="" regiis="" typis.=""
mijl.="" simply="" ie="" second="" jiezae="" ancient="" collated=""
friends="" italy="" royal="" library="" caetera="" sunt="" ca=""
quag="" undique="" corrogare="" licuit=""/>
The text on this page is estimated to be only 25.00%
accurate
NEW TESTAMENT into me text of the A. V. The Greek text
of Beta j Medicated to Queen Elizabeth) was printed by H. Stephens
in 1565, and again in 1576; but his | chief edition was the third,
printed in 1582, which contained readings from the Codices Bezae
and t Claromontanus. The reading followed by the text of A. V. in
Rom. vii. 6 (biro6a.vovra.s tor laroflewoWes), which is supported by
no Greek MS. or 'ersiuu whatever, is due to this edition. Other
editions oj .tieza appeared in 1588-9, 1598, and His (third) text
found a wide currency.6 Among other editions which were wholly or
in part based upon it, those of the ELZEVIRS alone require to be
noticed. The first of these editions, famous for the beauty of their
execution, was published at Leyden in 1624. It is not known who
acted as editor, but the text is mainly that of the third edition of
Stephens. Including every minute variation in orthography, it differs
from this in 278 places (Scrivener, N. T. Cambr. 1860, p. vi.). In
these cases it generally agrees with Beza, more rarely it differs from
both, either by typographical errors (Matt. vi. 34, xv. 27 ; Luke x. 6
add. 6, xi. 12, liii. 19; John iii. 6) or perhaps by manuscript authority
(Matt. xxiv. 9, cm. ruv. Luke vii. 12, viii. 29; John xii. 17, OTI). In the
second edition (Leyden, 1633) it was announced that the text was
that which was universally received (textum ergo habes nunc ab
omnibus receptum), and the declaration thus boldly made was
practically ful filled. From this time the Elzevirian text was generally
reprinted on the continent, and that of the third edition of Stephens
in England, till quite recent times. Yet it has been shown that these
texts were substantially formed on late MS. au thority, without the
help of any complete colla tions or of any readings (except of D) of a
first class MS., without a good text of the Vulgate, and without the
assistance of oriental versions. No thing short of a miracle could
have produced a critically pure text from such materials and those
treated without any definite system. Yet, to 'use Bentley's words,
which are not too strong, " the • The edition of Beza of 1589 and
the third of Stephens may be regarded as giving th fundamental
Greek text sf the A. V. In the following passages in the Gospels the
A.. V. differs from Stephens, and agrees with Beza:— Matt. ix. 33,
om. on. Yet this particle might be omitted in translation. „ xxi. 1,
frreKa0tcrai< for eirfKa0t. „ Viii. 24, w? SdvSpa for OTI (!>f SevSpa.
„ ix. 40, r)iuav for i'fuav, " against most MSS." as Beza remarks. Luke
1. 35, add « (not in 1" ed.). „ ii. 22, airrijs for avTiav. „ X. 22, am. v.
In others it agrees with Stephens against Beza :— Matt. i. 23.
KoAeVouo-i for hn iv. 6, NEW TESTAMENT text stood as if an npostle
were R. Stephens' oompositor." Habit hallowed what w;is commonly
used, and the course of textual polemics contriuiited not a little to
preserve without change tht common Held on which controversialists
were pre pared to engage. ii. From Mill to Scholz. — 6. The second
period of the history of the printed text may be treated with less
detail. It was influenced, more or less, throughout by the textus
receptus, though the authority of this provisional text was gradually
shaken by the increase of critical materials and the bold enunciation
of principles of revision. The first important collection of various
readings — for that of Stephens was too imperfect to deserve the
name — was given by WALTON in the 6th volume of his Polyglott.
The Syriac, Arabic, Aetbiopic, and Persian versions of the N. T.,
together with the readings of Cod. Alex., were printed in the 5th
volume together with the text of Stephens. To these were added in
the 6th the readings col lected by Stephens, others from an edition
by Wechel at Frankfort (1597), the readings of the Codices Bezae
and Claromont., and of fourteen other MSS. which had been collated
under the care of Archbp. Ussher. Some of these collations were
extremely imperfect (Scrivener, Cod. Aug. p. Ixvii. ; Introduction, p.
148), as appears from later ex amination, yet it is not easy to
overrate the im portance of the exhibition of the testimony of the
oriental versions side by side with the current Greek text. A few
more MS. readings were given by CURCELLAEUS (de Courcelles) in
an edition pub lished at Amsterdam, 1658, &c., but the great names
of this period continue to be those of Eng lishmen. The readings of
the Coptic and Gothic versions were first given in the edition of (Bp.
Fell) Oxford, 1675; ed. Gregory, 1703 ; but the greatest service
which Fell rendered to the criticism of th« N.T. was the liberal,
encouragement which he gave to Mill. The work of MILL (cf. Oxon.
1707 ; Amstelod. ed. Kuster, 1710; other copies have on the title-
page 1723, 1746, &c.j marks an epoch in the history John xviii. 20,
navrore for wavrodev. " So in the old MSS." (Beza). In other parts of
the N. T. 1 have noticed the following passages In which the A. V.
agrees with the text of Beza's edition of 1589 against Stephens (Acts
xvii. 25, xxi. 8 xxii. 25, xxiv. 13, 18 ; Rom. vii. 6 (note), vili. 11
(note), xii. 11, xvi. 20; 1 Cor. v. 11, xv. 31 ; 2 Cor. iii. 1, vi. 15, vii.
12, 16, xi. 10; Col. 1. 1, 24, ii. 10; 1 Thess. il. 15; 2 Thess. ii. 4 ; Tit.
11. 10 ; Hebr. Ix. 2 (note) ; James ii. 13 (note), iv. 13, 15, v. 12; 1
Pet. i. 4 (note); 2 Pet. iii. 7; 1 John i. 4, ii. 23 (in italics), 111. 16 ; 2
John 3 ; 3 John 7 ; Jude 24 ; Apoc. iii. 1, v. 11, vii. 2, 10, 14, viii. 11,
xi. 1, 2, xiii. 3, xiv. 18, xvi. 14, xvii. 4. On the other hand the A. V.
agrees with Stephens against Beza, Acts iv. 27 xvi. 17, xxv. 6 (note),
xxvl. 8 ; Horn. v. 17 ; 1 COT. iii. 3. vii, 29, xi. 22, x. 38 (error of
press?); 2 Cor. ill. 14 ; Gal iv. 17 (note); PhiL i. 23; Tit, ii. 7; Hebr. x.
2; 1 Pet ii. 21, iii. 21; 2 Pet. ii. 12; Apoc. iv. 10, ix. f xii. 14, xiv. 2,
xviii. 6, xix. 1. The enumeration given by Scri vener (A Supplement
to the Authorized Version, pp. 7, 8) differs slightly from this, which
includes a few more passages ; other passages are doubtful : Acts
vii. 26, xv. 32, xix. 27 ; 2 Cor. xi. 1, xiii. 4 ; Apoc. iv. 8, xviii. 16. In
other places, Matt ii. 11, x. 10; John xviii. 1 ; Acts xxvii. 29 ; 2 Pet. i.
1. they follow neither. In James iv. 15, fi)
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    Artificial Intelligence A ModernApproach Fourth Edition
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    PEARSON SERIES IN ARTIFICIALINTELLIGENCE Stuart Russell and Peter Norvig, Editors
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    Artificial Intelligence A ModernApproach Fourth Edition Stuart J. Russell and Peter Norvig Contributing writers: Ming-Wei Chang Jacob Devlin Anca Dragan David Forsyth Ian Goodfellow Jitendra M. Malik Vikash Mansinghka Judea Pearl Michael Wooldridge
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    Copyright © 2021,2010, 2003 by Pearson Education, Inc. or its affiliates, 221 River Street, Hoboken, NJ 07030. All Rights Reserved. Manufactured in the United States of America. This publication is protected by copyright, and permission should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or otherwise. For information regarding permissions, request forms, and the appropriate contacts within the Pearson Education Global Rights and Permissions department, please visit www.pearsoned.com/permissions/. Acknowledgments of third-party content appear on the appropriate page within the text. Cover Images: Alan Turing – Science History Images/Alamy Stock Photo Statue of Aristotle – Panos Karas/Shutterstock Ada Lovelace – Pictorial Press Ltd/Alamy Stock Photo Autonomous cars – Andrey Suslov/Shutterstock Atlas Robot – Boston Dynamics, Inc. Berkeley Campanile and Golden Gate Bridge – Ben Chu/Shutterstock Background ghosted nodes – Eugene Sergeev/Alamy Stock Photo Chess board with chess figure – Titania/Shutterstock Mars Rover – Stocktrek Images, Inc./Alamy Stock Photo Kasparov – KATHY WILLENS/AP Images
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    For Loy, Gordon,Lucy, George, and Isaac — S.J.R. For Kris, Isabella, and Juliet — P.N.
  • 13.
    Preface Artificial Intelligence (AI)is a big field, and this is a big book. We have tried to explore the full breadth of the field, which encompasses logic, probability, and continuous mathematics; perception, reasoning, learning, and action; fairness, trust, social good, and safety; and applications that range from microelectronic devices to robotic planetary explorers to online services with billions of users. The subtitle of this book is “A Modern Approach.” That means we have chosen to tell the story from a current perspective. We synthesize what is now known into a common framework, recasting early work using the ideas and terminology that are prevalent today. We apologize to those whose subfields are, as a result, less recognizable. New to this edition This edition reflects the changes in AI since the last edition in 2010: We focus more on machine learning rather than hand-crafted knowledge engineering, due to the increased availability of data, computing resources, and new algorithms. Deep learning, probabilistic programming, and multiagent systems receive expanded coverage, each with their own chapter. The coverage of natural language understanding, robotics, and computer vision has been revised to reflect the impact of deep learning. The robotics chapter now includes robots that interact with humans and the application of reinforcement learning to robotics. Previously we defined the goal of AI as creating systems that try to maximize expected utility, where the specific utility information—the objective—is supplied by the human designers of the system. Now we no longer assume that the objective is fixed and known by the AI system; instead, the system may be uncertain about the true objectives of the humans on whose behalf it operates. It must learn what to maximize and must function appropriately even while uncertain about the objective.
  • 14.
    We increase coverageof the impact of AI on society, including the vital issues of ethics, fairness, trust, and safety. We have moved the exercises from the end of each chapter to an online site. This allows us to continuously add to, update, and improve the exercises, to meet the needs of instructors and to reflect advances in the field and in AI-related software tools. Overall, about 25% of the material in the book is brand new. The remaining 75% has been largely rewritten to present a more unified picture of the field. 22% of the citations in this edition are to works published after 2010. Overview of the book The main unifying theme is the idea of an intelligent agent. We define AI as the study of agents that receive percepts from the environment and perform actions. Each such agent implements a function that maps percept sequences to actions, and we cover different ways to represent these functions, such as reactive agents, real-time planners, decision-theoretic systems, and deep learning systems. We emphasize learning both as a construction method for competent systems and as a way of extending the reach of the designer into unknown environments. We treat robotics and vision not as independently defined problems, but as occurring in the service of achieving goals. We stress the importance of the task environment in determining the appropriate agent design. Our primary aim is to convey the ideas that have emerged over the past seventy years of AI research and the past two millennia of related work. We have tried to avoid excessive formality in the presentation of these ideas, while retaining precision. We have included mathematical formulas and pseudocode algorithms to make the key ideas concrete; mathematical concepts and notation are described in Appendix A and our pseudocode is described in Appendix B . This book is primarily intended for use in an undergraduate course or course sequence. The book has 28 chapters, each requiring about a week’s worth of lectures, so working through the whole book requires a two-semester sequence. A one-semester course can use selected chapters to suit the interests of the instructor and students. The book can also be used in a graduate-level course (perhaps with the addition of some of the primary sources suggested in the bibliographical notes), or for self-study or as a reference.  
  • 15.
    Throughout the book,important points are marked with a triangle icon in the margin. Wherever a new term is defined, it is also noted in the margin. Subsequent significant uses of the term are in bold, but not in the margin. We have included a comprehensive index and an extensive bibliography. Term The only prerequisite is familiarity with basic concepts of computer science (algorithms, data structures, complexity) at a sophomore level. Freshman calculus and linear algebra are useful for some of the topics. Online resources Online resources are available through pearsonhighered.com/cs-resources or at the book’s Web site, aima.cs.berkeley.edu. There you will find: Exercises, programming projects, and research projects. These are no longer at the end of each chapter; they are online only. Within the book, we refer to an online exercise with a name like “Exercise 6.NARY.” Instructions on the Web site allow you to find exercises by name or by topic. Implementations of the algorithms in the book in Python, Java, and other programming languages (currently hosted at github.com/aimacode). A list of over 1400 schools that have used the book, many with links to online course materials and syllabi. Supplementary material and links for students and instructors. Instructions on how to report errors in the book, in the likely event that some exist. Book cover The cover depicts the final position from the decisive game 6 of the 1997 chess match in which the program Deep Blue defeated Garry Kasparov (playing Black), making this the first
  • 16.
    time a computerhad beaten a world champion in a chess match. Kasparov is shown at the top. To his right is a pivotal position from the second game of the historic Go match between former world champion Lee Sedol and DeepMind’s ALPHAGO program. Move 37 by ALPHAGO violated centuries of Go orthodoxy and was immediately seen by human experts as an embarrassing mistake, but it turned out to be a winning move. At top left is an Atlas humanoid robot built by Boston Dynamics. A depiction of a self-driving car sensing its environment appears between Ada Lovelace, the world’s first computer programmer, and Alan Turing, whose fundamental work defined artificial intelligence. At the bottom of the chess board are a Mars Exploration Rover robot and a statue of Aristotle, who pioneered the study of logic; his planning algorithm from De Motu Animalium appears behind the authors’ names. Behind the chess board is a probabilistic programming model used by the UN Comprehensive Nuclear-Test-Ban Treaty Organization for detecting nuclear explosions from seismic signals. Acknowledgments It takes a global village to make a book. Over 600 people read parts of the book and made suggestions for improvement. The complete list is at aima.cs.berkeley.edu/ack.html; we are grateful to all of them. We have space here to mention only a few especially important contributors. First the contributing writers: Judea Pearl (Section 13.5 , Causal Networks); Vikash Mansinghka (Section 15.3 , Programs as Probability Models); Michael Wooldridge (Chapter 18 , Multiagent Decision Making); Ian Goodfellow (Chapter 21 , Deep Learning); Jacob Devlin and Mei-Wing Chang (Chapter 24 , Deep Learning for Natural Language); Jitendra Malik and David Forsyth (Chapter 25 , Computer Vision); Anca Dragan (Chapter 26 , Robotics). Then some key roles: Cynthia Yeung and Malika Cantor (project management); Julie Sussman and Tom Galloway (copyediting and writing suggestions);       
  • 17.
    Omari Stephens (illustrations); TracyJohnson (editor); Erin Ault and Rose Kernan (cover and color conversion); Nalin Chhibber, Sam Goto, Raymond de Lacaze, Ravi Mohan, Ciaran O’Reilly, Amit Patel, Dragomir Radiv, and Samagra Sharma (online code development and mentoring); Google Summer of Code students (online code development). Stuart would like to thank his wife, Loy Sheflott, for her endless patience and boundless wisdom. He hopes that Gordon, Lucy, George, and Isaac will soon be reading this book after they have forgiven him for working so long on it. RUGS (Russell’s Unusual Group of Students) have been unusually helpful, as always. Peter would like to thank his parents (Torsten and Gerda) for getting him started, and his wife (Kris), children (Bella and Juliet), colleagues, boss, and friends for encouraging and tolerating him through the long hours of writing and rewriting.
  • 18.
    About the Authors STUARTRUSSELL was born in 1962 in Portsmouth, England. He received his B.A. with first-class honours in physics from Oxford University in 1982, and his Ph.D. in computer science from Stanford in 1986. He then joined the faculty of the University of California at Berkeley, where he is a professor and former chair of computer science, director of the Center for Human-Compatible AI, and holder of the Smith–Zadeh Chair in Engineering. In 1990, he received the Presidential Young Investigator Award of the National Science Foundation, and in 1995 he was cowinner of the Computers and Thought Award. He is a Fellow of the American Association for Artificial Intelligence, the Association for Computing Machinery, and the American Association for the Advancement of Science, an Honorary Fellow of Wadham College, Oxford, and an Andrew Carnegie Fellow. He held the Chaire Blaise Pascal in Paris from 2012 to 2014. He has published over 300 papers on a wide range of topics in artificial intelligence. His other books include The Use of Knowledge in Analogy and Induction, Do the Right Thing: Studies in Limited Rationality (with Eric Wefald), and Human Compatible: Artificial Intelligence and the Problem of Control. PETER NORVIG is currently a Director of Research at Google, Inc., and was previously the director responsible for the core Web search algorithms. He co-taught an online AI class that signed up 160,000 students, helping to kick off the current round of massive open online classes. He was head of the Computational Sciences Division at NASA Ames Research Center, overseeing research and development in artificial intelligence and robotics. He received a B.S. in applied mathematics from Brown University and a Ph.D. in computer science from Berkeley. He has been a professor at the University of Southern California and a faculty member at Berkeley and Stanford. He is a Fellow of the American Association for Artificial Intelligence, the Association for Computing Machinery, the American Academy of Arts and Sciences, and the California Academy of Science. His other books are Paradigms of AI Programming: Case Studies in Common Lisp, Verbmobil: A Translation System for Face-to-Face Dialog, and Intelligent Help Systems for UNIX. The two authors shared the inaugural AAAI/EAAI Outstanding Educator award in 2016.
  • 20.
    Contents I Artificial Intelligence 1Introduction 1 1.1 What Is AI? 1 1.2 The Foundations of Artificial Intelligence 5 1.3 The History of Artificial Intelligence 17 1.4 The State of the Art 27 1.5 Risks and Benefits of AI 31 Summary 34 Bibliographical and Historical Notes 35 2 Intelligent Agents 36 2.1 Agents and Environments 36 2.2 Good Behavior: The Concept of Rationality 39 2.3 The Nature of Environments 42 2.4 The Structure of Agents 47 Summary 60 Bibliographical and Historical Notes 60 II Problem-solving 3 Solving Problems by Searching 63 3.1 Problem-Solving Agents 63 3.2 Example Problems 66 3.3 Search Algorithms 71 3.4 Uninformed Search Strategies 76 3.5 Informed (Heuristic) Search Strategies 84                       
  • 21.
    3.6 Heuristic Functions97 Summary 104 Bibliographical and Historical Notes 106 4 Search in Complex Environments 110 4.1 Local Search and Optimization Problems 110 4.2 Local Search in Continuous Spaces 119 4.3 Search with Nondeterministic Actions 122 4.4 Search in Partially Observable Environments 126 4.5 Online Search Agents and Unknown Environments 134 Summary 141 Bibliographical and Historical Notes 142 5 Adversarial Search and Games 146 5.1 Game Theory 146 5.2 Optimal Decisions in Games 148 5.3 Heuristic Alpha–Beta Tree Search 156 5.4 Monte Carlo Tree Search 161 5.5 Stochastic Games 164 5.6 Partially Observable Games 168 5.7 Limitations of Game Search Algorithms 173 Summary 174 Bibliographical and Historical Notes 175 6 Constraint Satisfaction Problems 180 6.1 Defining Constraint Satisfaction Problems 180 6.2 Constraint Propagation: Inference in CSPs 185 6.3 Backtracking Search for CSPs 191                         
  • 22.
    6.4 Local Searchfor CSPs 197 6.5 The Structure of Problems 199 Summary 203 Bibliographical and Historical Notes 204 III Knowledge, reasoning, and planning 7 Logical Agents 208 7.1 Knowledge-Based Agents 209 7.2 The Wumpus World 210 7.3 Logic 214 7.4 Propositional Logic: A Very Simple Logic 217 7.5 Propositional Theorem Proving 222 7.6 Effective Propositional Model Checking 232 7.7 Agents Based on Propositional Logic 237 Summary 246 Bibliographical and Historical Notes 247 8 First-Order Logic 251 8.1 Representation Revisited 251 8.2 Syntax and Semantics of First-Order Logic 256 8.3 Using First-Order Logic 265 8.4 Knowledge Engineering in First-Order Logic 271 Summary 277 Bibliographical and Historical Notes 278 9 Inference in First-Order Logic 280 9.1 Propositional vs. First-Order Inference 280 9.2 Unification and First-Order Inference 282                         
  • 23.
    9.3 Forward Chaining286 9.4 Backward Chaining 293 9.5 Resolution 298 Summary 309 Bibliographical and Historical Notes 310 10 Knowledge Representation 314 10.1 Ontological Engineering 314 10.2 Categories and Objects 317 10.3 Events 322 10.4 Mental Objects and Modal Logic 326 10.5 Reasoning Systems for Categories 329 10.6 Reasoning with Default Information 333 Summary 337 Bibliographical and Historical Notes 338 11 Automated Planning 344 11.1 Definition of Classical Planning 344 11.2 Algorithms for Classical Planning 348 11.3 Heuristics for Planning 353 11.4 Hierarchical Planning 356 11.5 Planning and Acting in Nondeterministic Domains 365 11.6 Time, Schedules, and Resources 374 11.7 Analysis of Planning Approaches 378 Summary 379 Bibliographical and Historical Notes 380                        
  • 24.
    IV Uncertain knowledgeand reasoning 12 Quantifying Uncertainty 385 12.1 Acting under Uncertainty 385 12.2 Basic Probability Notation 388 12.3 Inference Using Full Joint Distributions 395 12.4 Independence 397 12.5 Bayes’ Rule and Its Use 399 12.6 Naive Bayes Models 402 12.7 The Wumpus World Revisited 404 Summary 407 Bibliographical and Historical Notes 408 13 Probabilistic Reasoning 412 13.1 Representing Knowledge in an Uncertain Domain 412 13.2 The Semantics of Bayesian Networks 414 13.3 Exact Inference in Bayesian Networks 427 13.4 Approximate Inference for Bayesian Networks 435 13.5 Causal Networks 449 Summary 453 Bibliographical and Historical Notes 454 14 Probabilistic Reasoning over Time 461 14.1 Time and Uncertainty 461 14.2 Inference in Temporal Models 465 14.3 Hidden Markov Models 473 14.4 Kalman Filters 479 14.5 Dynamic Bayesian Networks 485                         
  • 25.
    Summary 496 Bibliographical andHistorical Notes 497 15 Probabilistic Programming 500 15.1 Relational Probability Models 501 15.2 Open-Universe Probability Models 507 15.3 Keeping Track of a Complex World 514 15.4 Programs as Probability Models 519 Summary 523 Bibliographical and Historical Notes 524 16 Making Simple Decisions 528 16.1 Combining Beliefs and Desires under Uncertainty 528 16.2 The Basis of Utility Theory 529 16.3 Utility Functions 532 16.4 Multiattribute Utility Functions 540 16.5 Decision Networks 544 16.6 The Value of Information 547 16.7 Unknown Preferences 553 Summary 557 Bibliographical and Historical Notes 557 17 Making Complex Decisions 562 17.1 Sequential Decision Problems 562 17.2 Algorithms for MDPs 572 17.3 Bandit Problems 581 17.4 Partially Observable MDPs 588 17.5 Algorithms for Solving POMDPs 590                         
  • 26.
    Summary 595 Bibliographical andHistorical Notes 596 18 Multiagent Decision Making 599 18.1 Properties of Multiagent Environments 599 18.2 Non-Cooperative Game Theory 605 18.3 Cooperative Game Theory 626 18.4 Making Collective Decisions 632 Summary 645 Bibliographical and Historical Notes 646 V Machine Learning 19 Learning from Examples 651 19.1 Forms of Learning 651 19.2 Supervised Learning 653 19.3 Learning Decision Trees 657 19.4 Model Selection and Optimization 665 19.5 The Theory of Learning 672 19.6 Linear Regression and Classification 676 19.7 Nonparametric Models 686 19.8 Ensemble Learning 696 19.9 Developing Machine Learning Systems 704 Summary 714 Bibliographical and Historical Notes 715 20 Learning Probabilistic Models 721 20.1 Statistical Learning 721 20.2 Learning with Complete Data 724                         
  • 27.
    20.3 Learning withHidden Variables: The EM Algorithm 737 Summary 746 Bibliographical and Historical Notes 747 21 Deep Learning 750 21.1 Simple Feedforward Networks 751 21.2 Computation Graphs for Deep Learning 756 21.3 Convolutional Networks 760 21.4 Learning Algorithms 765 21.5 Generalization 768 21.6 Recurrent Neural Networks 772 21.7 Unsupervised Learning and Transfer Learning 775 21.8 Applications 782 Summary 784 Bibliographical and Historical Notes 785 22 Reinforcement Learning 789 22.1 Learning from Rewards 789 22.2 Passive Reinforcement Learning 791 22.3 Active Reinforcement Learning 797 22.4 Generalization in Reinforcement Learning 803 22.5 Policy Search 810 22.6 Apprenticeship and Inverse Reinforcement Learning 812 22.7 Applications of Reinforcement Learning 815 Summary 818 Bibliographical and Historical Notes 819                        
  • 28.
    VI Communicating, perceiving,and acting 23 Natural Language Processing 823 23.1 Language Models 823 23.2 Grammar 833 23.3 Parsing 835 23.4 Augmented Grammars 841 23.5 Complications of Real Natural Language 845 23.6 Natural Language Tasks 849 Summary 850 Bibliographical and Historical Notes 851 24 Deep Learning for Natural Language Processing 856 24.1 Word Embeddings 856 24.2 Recurrent Neural Networks for NLP 860 24.3 Sequence-to-Sequence Models 864 24.4 The Transformer Architecture 868 24.5 Pretraining and Transfer Learning 871 24.6 State of the art 875 Summary 878 Bibliographical and Historical Notes 878 25 Computer Vision 881 25.1 Introduction 881 25.2 Image Formation 882 25.3 Simple Image Features 888 25.4 Classifying Images 895 25.5 Detecting Objects 899                         
  • 29.
    25.6 The 3DWorld 901 25.7 Using Computer Vision 906 Summary 919 Bibliographical and Historical Notes 920 26 Robotics 925 26.1 Robots 925 26.2 Robot Hardware 926 26.3 What kind of problem is robotics solving? 930 26.4 Robotic Perception 931 26.5 Planning and Control 938 26.6 Planning Uncertain Movements 956 26.7 Reinforcement Learning in Robotics 958 26.8 Humans and Robots 961 26.9 Alternative Robotic Frameworks 968 26.10 Application Domains 971 Summary 974 Bibliographical and Historical Notes 975 VII Conclusions 27 Philosophy, Ethics, and Safety of AI 981 27.1 The Limits of AI 981 27.2 Can Machines Really Think? 984 27.3 The Ethics of AI 986 Summary 1005 Bibliographical and Historical Notes 1006 28 The Future of AI 1012                         
  • 30.
    Another Random ScribdDocument with Unrelated Content
  • 31.
    have noticed 85places in which it is quoted in St. Mark, and in every one, except ii. 22, it agrees with B. In St. Matthew H is noticed as agreeing with B 70 times, while it differs from H 5 times. These few variations are not difficult ot explanation. h It is to be hoped that scholars may combine to accom plish complete collations of the MSS. given in these lists. One or two summer vacations, with proper co-operation niign: accomplish the work. Undid. Coral re. Duplicates mlre«dy deducted. 34 10 14 4 68 7 601 229 283 102 183 05 32 12 14 *8 Act. Oath. Epp. . . Paul Evangeligtarla . . . ToUl .... 127 1463 64
  • 32.
    The text onthis page is estimated to be only 12.07% accurate IBrit Mas.-Hwl. «««.-,OOS.-{Acto xiii. 18-20.) * Brit Mm— R«rL 6MO.— * yxbw v /_A Al v • ^> » -* OVTOCTNUe, X I x-^ SPECIMENS OF CREEK MSS. FROM THE IS.T TO THE VIT.H CENTURY.
  • 33.
    The text onthis page is estimated to be only 25.24% accurate NEW TESTAMENT Harl. 5537, 5620). Cf. Griesbach, Symb. Grit, a. 184, 185. 29 (Paul. 35, Genev. 20) Saec. xi. xii 36 (Coll. Nov. Oxon). 40 (Paul. 46, Apoc. 12. Alex. Vatican. 179). Saec. xi. Coll. by Zacagni. 66 (Paul. 67). 68 (Paul. 73, Upsal). Saec. xii. xi. 69 (Paul. 74, Apoc. 30, Guelph. xvi. 7). Saec. Xiv. xiii. 81 (Barberini, 377). Saec. xi. 137 (Milan, Ambros. 97). Saec. xi. Coll. by Schdz. 142 (Mutinensis, 243). Saec. xii.1 C. Primary Cursives in the Pauline Epistles. 17 = Gosp. 33. 37 = Gosp. 69 (Cod. Lcicestrensis). 57 = Gosp. 218. 108, 109 = Act, 95, 96. 115, 116 (Act. 100, 101, Mosqu. Matt. d. f.). 137 (Gosp. 263, Act. 117, Paris, Bibl. Imp. 61). The following are valuable, but require more careful collation. 5 = Act. 5. 23 (Paris, Coislin. 28). Saec. xi. Descr. by Montfaucon. 31 (Brit. Mus. ffarl. 5537) = I1". Apoc. Saec. xiii. 33 (Act. 33. Oxford, Coll. Lincoln. 2). 46 = Act. 40. 47 (Oxford, Bodleian. Roe 16). Saec. xi. 55 (Act. 46. Monacensis). 67 (Act. 66. Vindob. Lambec. 34). The cor rections are especially valuable. 70 (Act. 67. Vindob. Lambec. 37). 71 (Vindob. Forlos. 19). Saec. xii. NEW TESTAMENT 517 » Three other MSS., containing the Catholic Epistles, require notice, not from their intrinsic worth, but from their connexion with the controversy on 1 John v. 1, 8. 34 (Gosp. 61, ColL SS. Trin. Dublin, Codex Montfortianui). Saec. xv. xvi. There is no doubt that this was the Codex Sritannicus, on the authority of which Erasmus, according to his promise, inserted the inter polated words, iv T ovpacc}!, franjp, Ao^cs icai. irvev^a ayiov KOJ. olroi oi r. «. «. KOJ. T. e. 01 p. tv T. y. ; but did not omit, on the same authority (which exactly follows the late Latin MSS.), the last clause of ver. 8, xal ot rp. — eio-iV. The page on which the verse stands is the only glazed page in the volume. A collation of the MS. has been published by Dr. Dobbin, London, 1854. 162 (Paul. 200. Vat. Ottob. 298.) Saec. xv. A GraecoLatin MS. It reads, awb TOU ovpavov, Tranjp, Aoyos *cal irccvfua iyiov KOJ. oi rpets ets TO £v fltri (Tregelles, Horw. p. 217). Scholz says that the MS. contains " innu merable transpositions," but gives no clear account of its character. 173 (Paul. 211. Naples, Bibl.
  • 34.
    Borbon.) Saec. xi.The Interpolated words, with the articles, and the last clause of ver. 8, are given by a second hand (Saec. xvi.). Codete Ravianus (no Gosp.) is a mere transcript of the N. T. of the Complutensian Polyglott, with variations from Erasmus and Stephens. Comp. Griesbach, ftynib. Crit. i. clxxxi.-clxxxxii. k The accompanying plates will give a good idea of the different forms of biblical Gk. MSS. For permission to take the tracings, from which the engravings have been admirably made by Mr. Netherclift, my sincere thanks are due to Sir F. Madden, K.H. ; and 1 am also much indebted to the other officers of the MSS. department of the British Museum, for the help which they gave me in making them. Fl. i. fig. 1. A few lines from the Aoyo? e7n.Taios of Hyperidea (col. 9, 1. 4, of the edition of Rev. C. Babington), a papyrus of the first century, or not much later. In Mr. Bitbicgton's facsimile the e adscript after i/o/uw fs 73 (Act. 68). 80 (Act. 73. Vatican. 367). 177-8-9 (Mutin.). D. Primary Cursives of the Apocalyps". 7 = I** (Act. 25. Brit. Mus. Harl. 5537). Saec. xi. Coll. by Scrivener. 14 = Gosp. 69 (Cod. Leicestrensis). 31 = c*" (Brit. Mus. Harl. 5678). Saec. xv, Coll. by Scrivener. 38 (Vatican. 579). Saec. xiii. Coll. by B. 11. Alford. 47 (Cod. Dresdensis). Saec. xi. Coll. by Matthaei. 51 (Paris, Bibl. Imp.}. Coll. by Reiche. gier. (Parham, 17). Saec. xi. xii. Coll. by Scrivener. m«cr. (Middlehill) = 87. Saec. xi. xii. Coll. by Scrivener. The following are valuable, but require more careful collation. 2 (Act. 10. Paul. 12. Paris. Bibl. Imp. 237). 6 (Act. 23. Paul. 28. Bodleian. Barooc. 3). Saec. xii. xiii. 11 (Act. 39. Paul. 45). 12 = Act. 40. 17, 19 (Ev. 35. Act. 14. Paul. 18 ; Act. 17, Paul. 21. Paris. Coislin. 199, 205). 28 (Bodleian. Barocc. 48',,. 36 (Vindob. Forlos. 29). Saec. xiv. 41 (Alex- Vatican. 68). Saec. xiv. 46 = Gosp. 209. 82 (Act. 179. Paul. 128. Monac. 211). 30. Having surveyed in outline the history of the transmission of the written text, and the chief characteristics of the MSS.k in which it is preserved, omitted wrongly. It is in fact partly bidden under a fibre of the papyrus, but easily seen from the side. Two cha racteristic transcriptural errors occur in the passage : Tta rov-rif Tpoirta for T TOVTOV rpoirta, and (by itacism, }31) avvi^ovrai for o-vveovTi. Fig. 2. The opening verses of St. John's Gospel from the Cod. Ale*. The two first lines are rubricated. The
  • 35.
    spe cimen exhibitsthe common contractions, 0C, A.NfJN, and an example of itacism, xP«'s- The stop at the end of the fifth line, ovSe tv , is only visible in a strong light, but certainly exists there, as in C D L, &c. Fig. 3. A very legible specimen of the Nitrian pa limpsest of St. Luke. The Greek letters in the original are less defined, and very variable in tint: the Syriac somewhat heavier than in the engraving, which is on the whole very faithful. The dark lines shew where the vellum was folded to form the new book for the writings of Severus of Antioch. The same MS. contained fragments of the 1 Had, edited by Dr. Cureton, and a piece of Enclld. PI. ii. fig. 1. Part of the first column of the famous Harleian Evcmgelistarium, collated by Scrivener. It is dated A.D. 995 (Scrivener, Cod. Aug. p. xlviii.). The letters on this page are all in gold. The initial letter is illu minated with red and blue. The MS. is a magnificent example of a service- book. Fig. 2. From Tischendorf 's valuable MS. of the Acts (61 Tregelles). It was written A.D. 1044 (Scrivener, Cod. Aug. Ixix.). The specimen contains the itacisms xpoviav (jtpovov) and jrei/Tucoi>Ta. Fig. 3. The beginning of St. John, from Cod. 114 of tl:e Gospels (Griesbach, Symb. Crit. i. cxciii.), a MS. of the 13th cent. Fig. 4. Part of the beginning of St. John, from UM very valuable Evangelistarium ysc*. (Scrivener, ColLittu>r &c., pp. Ixi. ff.). The initial letter of the Gospel is a rude illumination. The MS. bears a date 1319; but Mr. Scri vener justly doubts whether this iu in the haud of tb< original scribe.
  • 36.
    The text onthis page is estimated to be only 22.92% accurate 518 NEW TESTAMENT we ar« ;n a oosition to consider the e.vent anc not'jre of the variations which exist in litferen oopies. It is impossible to estimate the r. amber o these exactly, but they cannot be less than 120,000 in all (Scrivener, Introduction, 3), though of these » very large proportion consist of differences o spelling and isolated aberrations of scribes,1 and o the remainder comparatively few alterations are sufficiently well supported to create reasonable doubt as to the final judgment. Probably there are not more than 1600-2000 places in which the true reading is a matter of uncertainty, even i we include in this questions of order, inflexion am orthography : the doubtful readings by which th souse is in any way affected are very much fewer and those of dogmatic importance can be easily numbered. 31. Various readings are due to different causes some arose from accidental, others from intentiona alterations of the original text, (i) Accidental va riations or errata, are by far the most numerous class, and admit of being referred to several obvious sources, (o) Some are errors of sound. The most frequent form of this error is called Itacism, a con fusion of different varieties of the I- sound, by which (01, v) i, i, ««, «, &c., are constantly inter changed. ' Other vowel-changes, as of o and to, ov and a, &c., occur, but less frequently. Very few MSS. are wholly free from mistakes of this kind, but some abound in them. As an illustration the following variants occur in Fs in Rom. vi. 1-16: 1 tpevufv. 2 Znves, efrei («T»)' 3 ayvotirai (-TS). • 5 fffu^aiOa. 8 airo6d.vofi.ev. 9 airoOv-flffKt, (rd. 1 1 V/MS, oyi£(ff6cu. 13 irapao ffarat. 14 &rra( (-re). 15 '6r(t. 16 otoarai, OTd, Trapfiffrdi'(Tat (irupia. Matt. i. 18 ; Luke i. 14, y(vvriffis, ytv«ris. Matt, xxvii. 35, 0dovrfs, &a6vret. 1 Pet. ii. 1, 7, C€ATTON, tATTOtf (cf. Tischdf. ad £om. xiii. 9). Luke vii. 21, EXAPI2ATO BAEHEIN, EXAPI2ATO TO BAETIEIN. Mark viii. 17, 2TNIETE, 2TNIETE ETI. Luke ii. 38, (ATTH) ATTH T. flPA. Matt. xi. 23, KA*APNAOTM MH, KA*APNAOTM H. 1 Thess. ii. 7, EFENH0HMEN NHHIOI, ErENH0HMEN HHIOI. Luke ix. 49, EKBAAAONTA
  • 37.
    AAIMONIA, EKBAAAONTA TAAA1M. Mark xiv. 35, riPOCEA0nN, HPOEAenN. 2Cor. iii. 10, OT AEAOZA2TAI, OTAE AEAOZA2TAI. I Pet. iii. 20, AIIAE EAEXETO, ATIEEEAEXETO. Acts x. 36, TON AOFON AIIE2TEIAE, TON AOFON ON ADE2TE1AE. Sometimes this cause of error leads to further change: 2 Cor. iii. 15, HNIKA AN ANAFINX12KHTAI, HNIKA ANAriNn2KETAI. » Examples of omission from Homoioteleuton occur John vii. 7 (in T) ; 1 John ii. 23, iv. 3 ; Apoc. ix. 1, 2, xiv. 1 ; Matt. v. 20 (D). Cf. 1 Cor. xv. 25-27, 54 (F2, G3) ; xv. 15 (Origen). And some have sought to explain on this principle the absence from the best authorities of the disputed clause in Matt. x. 23, and the entire verses, Luke xvii. 36, Matt, xxiii. 14. Instances of false division are found, Mark xv. 6. '6vit(p PTOVVTO, Si irapjjT00»TO. Fhii. i. i,
  • 38.
    The text onthis page is estimated to be only 11.22% accurate Vol. II. i. Brit. MW.-P* n. PL II. nO TO YTHHQiKQYJUi&X HnYrkHKO o 7 2. Brit. MM.— Ood. A^x.-(gt. John L 1-4.) MA e M ApK Mil J»OCTO M 0N Ore ro M € C KOTi . Brit. Mm— Add. 17, 211. — (81 Lute xx. », 10.) ^uJNv JJVOTo •S jr»«?^ }&Jl;
  • 39.
    The text onthis page is estimated to be only 24.30% accurate NEW TESTAMENT roj. rft )f5»a rov ffu^aros.0 Horn. xii. 13, xp«'«»*> ;-j>tlais. Hebr. ii. 9, x'fy"*. X)- And the remarkable substitution of /cuipy for icvpitp in Rom. zii. 1 1 seems to have been caused by a false render ing of an unusual contraction The same expla nation may also apply to the variants in 1 Cor. ii. 1, fiaprvpiov, ff.vtrr-f)piov. 1 Tim. i. 4, oiKoyo/j.tav, oiKoSo/j.lav, oiKoSofMrji/. 33. Other variations may be described as errors of impression or memory. The copyist after read ing a sentence from the text before him often failed to reproduce it exactly. He transposed the words, or substituted a synonym for some very common term, or gave a direct personal turn to what was objective before. Variations of order are the most frequent, and very commonly the most puzzling questions of textual criticism. Examples occur in every page, almost in every verse of the N. T. The exchange of synonyms is chiefly confined to a few words of consUoit use, to variations between simple and compound words, or to changes of tense or number: eyfiv, dire^v, tpdvai, attv Matt. xii. 48, xv. 12, xix. 21 ; Mark xiv. 31 ; John xiv. 10, &c. tyflpw, Sifyttpov Matt. i. 24. iyepOrivcu, avamrivai Matt. xvii. 9 ; Luke ix. 22. tQfiv, a.ire8e'iv, £|cA.06?ir Matt. xiv. 25 ; Luke xxiii. 33 ; Acts xvi. 39. 'I. X., 'Iijvtv ; Mark vii. 5, ivlirrots for Koivais ; Matt. v. 11, ^ev8(fyi«'oi: comp. John v. 4 (Luke xxii. 43, 44). 36. (7) Many of the glosses which were intro duced into the text spring from the ecclesiastical use of the N. T., just as in the Gospels of our own Prayer-Book introductory clauses have been inserted here and there (e. g. 3rd and 4th Sundays after Easter: " Jesus said to His disciples"). These ad ditions are commonly notes of person or place : Matt. iv. 12, xii. 25, &c., 6 'itjffovs inserted ; John xiv 1, Kal flirty rols /uad^rais avrov ; Acts iii. 11, xxriii. 1 (cf. Mill, Prolegg. 1055-6). Sometimes an emphatic clause is added : Matt. xiii. 23, xxv. 29; Mark vii. 16; Luke viii. 15, xii. 21, 6 exspel and in the collections of ecclesiastical hymns. Home, 227) that, in the A. V. of Hebr. x. 23, " the pro fession of our faith " stands for " the profession of uut tope." The former i« found in no document whatever
  • 40.
    The text onthis page is estimated to be only 25.11% accurate 620 NEW TESTAMENT 87. (8) Sometimes, though rarely, various read ings noted on the margin are incorporated in the text, though this may be reckoned as the effect of ignorance rather than design. Signal examples of this confusion occur: Matt. xvii. 26, xxvi. 59, 60 (D) ; Rom. vi. 12. Other instances are found, Matt. v. 19 ; Rom. xiv. 9 ; 2 Cor. i. 10 ; 1 Pet. iii. 8. 38. («) The number of readings which seem to have been altered for distinctly dogmatic reasons is extremely small. In spite of the great revolutions in thought, feeling, and practice through which the Christian Church passed in fifteen centuries, the copyists of the N. T. faithfully preserved, according to their ability, the sacred trust committed to them. There is not any trace of intentional re vision designed to give support to current opinions 'Matt. xvii. 21 ; Mark ix. 29 ; 1 Cor. vii. 5, need scarcely be noticed). The utmost that can be urged is that internal considerations may have decided the choice of readings: Acts xvi. 7, xx. 28 ; Rom. v. 14 ; 1 Cor. xv. 51 ; 2 Cor. v. 7 ; 1 Tim. jii. 16 ; 1 John v. 7, in Latin copies; (Rom. viii. 1 1). And in some cases a feeling of reverence may have led to a change in expression, or to the intro duction of a modifying clause: Lukeii. 33, 'la> for 6 WOT);P avrov ; ii. 43, 'Iwffty xal fi ^rrip avrov for oi yoveis avrov ; John vii. 39, ovvw yap $v irvev/j.a SfSofjLfvov ; Acts xix. 2 (D) ; Gal. ii. 5 ; Mark xiii. 32, om. ovSe 6 vt6s (cf. Matt. xxiv. 36) ; Matt. v. 22, add. elufi ; 1 Cor. xi. 29, add. ava^ius (Luke xxii. 43, 44, om.). But the general effect of these variations is scarcely appreciable ; nor are the corrections of assumed historical and geographical errors much more numerous: Matt. i. 11, viii. 28, Ttpyea-nviiv ; xxiii. 35, om. vlov Bapaxiov ; xxvii. 9, om. 'lepimiov, or Za^api'ou ; Mark i. 2, iv TO"" vpcxp-firais for tv 'Hff. rtf irp. ; ii. 28, om. eirl 'A£. ap%iepfus ; John i. 28, B7j0aj8ap£ ; v. 2, $v tie for tffri St ; vii. 8, oviru for OVK (?) ; viii. 57, reffffepdKovra for irevr-fiKovra ; xix. 14, 8>pa ?v aiy Tpirrf for e/fTTj ; Acts xiii. 33, Tip Sevreptf for r$ icpcorip. 39. It will be obvious from an examination of the instances quoted that the great mass of various readings are simply variations in form. The.re are,
  • 41.
    however, one ortwo greater variations of a different character. The most important of these are John vii. 53-viii. 12 ; Mark xvi. 9-end ; Rom. xvi. 25-27. The first stands quite by itself; and there seems to be little doubt that it contains an authentic narra tive, but not by the hand of St. John. The two others, taken in connexion with the last chapter of St. John's Gospel, suggest the possibility that the apostolic writings may have undergone in some cases authoritative revision : a supposition which does not in any way affect their canonical claims: but it would be impossible to enter upon the details of such a question here. 40. Manuscripts, it must be remembered, are but q The history and characteristics of the Versions are discussed elsewhere. It may be useful to add a short table Ephraem Syrus, 1 378. BASILIUS MAGMUS, 329379. fUlariut, f 449. Theodoretus, 393-458. Euthallus, c. 450. of the Fathers whose works are of the greatest importance HIERONYMVS, 340-420. Caisiodarus, c. 468-566. for the history of the text. Those of the first rank are Ambrosius, 34(1-397. Victor Antiochenus. marked by capitals ; the Latin Fathers by italics. AM BSOS1ASTES, c. 360. Theophylactus, f c. 62?. Justinus M., c. 103-163. Dionysius Alex., f 265. Victorinut, c. 360. ANDREAS (Apoc.), c. 636 IRENAEUS, c. 120- 190. Petrus Alex., 1 313. CHRTSOSTOMUS, 347-407. 700. Irenaei Interpret, c. 180. Methodius, fc. 311. DIDYMUS, 1 396. Primasius (Apoc.) TF.nTVl.Ll ANUS (MarKUSEBICS CAESAR, 264EPIPHANIUS, 1 402. Johannes Damascene*, cion). o. 100-240. 340. Rufmus, c. 345- 410. t c. 756. CLEMENS ALKX., t ~ 220. ATHANASIUB, 296-373. AVGUSTINUS, 364-430. Oecumonius, c. 960. ORir.ENtS, 1X6-253. Cyrillus Hiero»c., 315Theodoras Mops, f 429. Evthymlua, c. 1100. Hippolytus. 386. CTKII.LUS ALKX., f 444. CVPR1AXVS, f25? LVCltER, f370 . NEW TESTAMENT one of tne three sources of textual crit'^Jsm. The versions and patristic quotations are scarcely less important in doubtful cases.* But the texts ol the versions aad the Fathers were themselves liable t>> corruption, and careful revision is necessary befDre they can be used with confidence. These consider at ions will sufficiently show, how intricate a problem it is to determine the text of the N. T., where " there is a mystery in the very order of the words," and what a vast amount of materials the
  • 42.
    critic must haveat his command before he can offer a satisfactory solution. It remains to inquire next whether the first editors of the printed text had such materials, or were competent to make use of them. II. THE HISTORY OF THE PRINTED TEXT. 1. The history of the printed text of the N. T. may be divided into three periods. The first of these extends from the labours of the Complutensian editors to those of Mill : the second from Mill to Scholz : the third from Lachmann to the present time. The criticism of the first period was neces sarily tentative and partial : the materials available for the construction of the text were few, and im perfectly known : the relative value of various wit nesses was as yet undetermined ; and however highly we may rate the scholarship of Erasmus or Beza. this could not supersede the teaching of long expe rience in the sacred writings any more than in the writings of classical authors. The second period marks a great progress: the evidence of MSS., of versions, of Fathers, was collected with the greatest diligence and success : authorities were compared and classified : principles of observation and judgment were laid down. But the influence of the former period still lingered. The old i: received" text was supposed to have some prescriptive right in virtue of its prior publication, and not on the ground of its merits : this was assumed as the copy which was to be corrected only so far as was absolutely necessary. The third period was introduced by the declaration of a new and sounder law. It was laid down that no right of possession could be pleaded against evidence. The "received" text, as such, was allowed no weight whatever. Its authority, on this view, must depend solely on its critical worth. From first to last, in minute details of order and ortho graphy, as well as- in graver questions of substantial alteration, the text must be formed by a free and unfettered judgment. Variety of opinions may exist as to the true method and range of inquiry, as to the relative importance of different forms of testi mony : all that is claimed is to rest the letter of the N. T. completely and avowedly on a critical and not on a conventional basis. This principle, which seems, indeed, to be an axiom, can only b« called iu. question by supposing that in the first instance the printed text of the N. T. was guarded
  • 43.
    The text onthis page is estimated to be only 26.30% accurate NEW TK3TAMENT from the errors and imperfections which attended the early editions of every classical text ; and next that the laws of evidence which hold good every where else fail in the veiy case where they might be expected to find their noblest and most fruitful application — suppositions which are refuted by the whole history of the Bible. Each of these periods will now require to be noticed more in detail. (i) From the Complutensian Polyglott to Mill. 2. The Complutensian Polyqlott. — The Latin Vulgate and the Hebrew text of the 0. T. had been published some time before any part of the original Greek of the N. T. The Hebrew text was called for by numerous and wealthy Jewish congrega tions (Soncino, 1482-88), the Vulgate satisfied ecclesiastical wants; and the few Greek scholars who lived at the close of the 15th century were hardly likely to hasten the printing of the Greek Testament. Yet the critical study of the Greek text hadnotbeen wholly neglected. Laurentius Valla, who was second to none of the scholars of nis age (comp. Russell's Life of Bp. Andrewes, pp. 282-310, quoted by Scrivener), quotes in one place (Matt, xxvii. 12) three, and in anothei (John vii. 29), seven Greek MSS. in his commentaries on the N. T., which were published in 1505, nearly half a century after his death (Michaelis, Introd. ed. Marsh, ii. 339, 340). J. Faber (1512) made use of five Greek MSS. of St. Paul's Epistles (Michaelis, p. 420). Meanwhile the Greek Psalter had been published several times (first at Milan, 1481 ?),and the Hymns of Zacharias and the Virgin (Luke i. 42-56, 68-80) were ap pended to a Venetian edition of 1486, as frequently happens in MS. Psalters. This was the first part of the N. T. which was printed in Greek. Eighteen years afterwards (1504), the first six chapters of St. John's Gospel were added to an edition of the poems of Gregory of Nazianzus, published by Aldus (Guericke, EM. §41). But the glory of printing the first Greek Testament is due to the princely Cardinal XIMENES. This great prelate as early as 1502 engaged the services of a number of scholars to superintend an edition of the whole Bible in the original Hebrew and Greek, with the addition of the Chaldee
  • 44.
    Targum of Onkelos,the LXX. version, and the Vulgate. The work was executed at Alcala (Complutum), where he had founded a university. The volume containing the N. T. was printed first, and was completed on Jan. 10, 1514. The whole work was not finished till July 10, 1517, about four months before the death of the Cardinal. Va rious obstacles still delayed its publication, and it was not generally circulated till 1522, though Leo X. (to whom it was dedicated) authorized the publication March 22, 1520 (Tregelles, Hist, of Printed Text of N. T. ; Mill, Prolegg.*). NEW TESTAMENT 521 The most celebrated men who were engaged on the N. T.. which forms the fifth volume of the entire work, were Lebrixa (Nebrissensis) and Stumca, Considerable discussion has been raised as to tht MSS. which they used. The editors describe these generally as " copies of the greatest accuracy and antiquity," sent from the Papal Library at Home ; and in the dedication to Leo acknowledgment is made of his generosity in sending MSS. of both "the Old and N. T."r Very little time, how ever, could have been given to the examination cf the Roman MSS. of the N. T., as somewhat less than eleven months elapsed between the election of Leo and the completion of the Complutensian Tes tament ; and it is remarkable that while an entry is preserved in the Vatican of the loan and return of two MSS. of parts of the LXX. there is no trace of the transmission of any N. T. MS. to Alcala (Tischdf. N. T. 1859, p. Ixxxii. n.). The whole question, however, is now rather of bibliographical than of critical interest. There can be no doubt that the copies, from whatever source they came, were of late date, and of the common type." The preference which the editors avow for the Vulgate, placing it in the centre column in the 0. T. " between the Synagogue and the Eastern Church, tanquam duos hinc et inde latrones," to quote the well-known and startling words of the Preface " me dium autem Jesum, hoc est, Romanam sive Latinam ecclesiam " (vol. i. p. iii. b.), has subjected them to the charge of altering the Greek text to suit the Vulgate. But except in the famous interpolation and omission in 1 John v. 7, 8, and some points of orthography (BeeXfe/Sov/S, BeAfoA, 'tischdf. p. Ixxxiii.) the charge is unfounded (Alarsh, on Mi chaelis ii. p. 851, gives the literature of the contro
  • 45.
    versy). The impressionwas limited to six hundred copies, and as, owing to the delays which occurred between the printing and publication of the book, its appearance was forestalled by that of the edition of Erasmus, the Complutensian N. T. exercised comparatively small influence on later texts, except in the Apocalypse (comp. §3). The chief editions which follow it in the main, are those of (Pfantin , Antwerp, 1564-1612; Geneva, 1609-1632; Mainz 1753 (Keuss, Gesch. d. N. T. §401 ; Le Long, Biblioth. Sacra, ed. Masch, i. 191- 195); Mill re gretted that it was not accepted as the standard text (Proleg. 1115); and has given a long list of passages in which it otf'ers, in his opinion, better readings than the Stephanie or Elzevirian texts (Proleg. 1098-1114). 3. The editions of Erasmus, — The history of the edition of ERASMUS, which was the first published edition of the N. T., is happily free from all obscurity. Erasmus had paid consider' " Testari possumus, Pater sanctissime [f. e. Leo X.], maximum laboris nostri partem in eo praecipue versatam fuisse ut castlgatissima omni ex parte vetustisaimaque exemplaria pro archetypis habcremus, quotum ^uidem tarn Hebraeorum quam Graecorum ac Latinorum multiplicem copiam variis ex locis uon sine summo labore conquisivimus. Atque ex ipsis quidem Graeca Sanctitati tuae detemus : qui ex ista Apostolica Bibliotheca antiquissimos turn Veteris turn Novl Testamenti codices pcrquam humane ad nos misisti ; qui nobis In hoc negocio maxime fuerunt adjumento" (Prol. iii. a). And again, torn. v. Praef. : " Illud lectoreiu non lateat, non quaevis exemplaria impressioni huic archetypa fuisse, sed antiquissima emendatissimaque ac t?.utae praeterea vetuslatis ut fidem eis abrogare nefas videatur (n-pbs SuoxoAoc ttwn TDiro^aTTaf KCU fttftt)ui', iic) quae sanctissimus In Christo pater Leo X. pontifex maximua Luic institute favere cupiens ex Apostolica Bibliotheca educta mlsit." " One MS. is specially appealed to by Stunica in his controversy with Erasmus, the Cod. Rhodiensis, but nothing is known of It which can lead to its identification. The famous story of the destruction of MSS. by the fire work maker, as useless parchments, has been fully and clearly refuted. All the MSS. of Ximenes which were used for the Polyglott are now at Madrid, but there Is no MS. of any part of the Gk. Test, among them (Tregelles,
  • 46.
    Hist of PrintedText, pp. 12-18). The edition has many readings in common with the Laudlan MS. numbered 51 Gosp., 32 Acts, 38 Paul (Mill, Proleg. 1090, 1436-38) Many of the peculiar readings are collected by 1*111! (Prolog. 10&2-1095).
  • 47.
    The text onthis page is estimated to be only 25.28% accurate 5?,2 NEW TESTAMENT tble attention to the study of the N. T when te received an application from Frobcn, a printer >f Basic with whom he was acquainted, to pre pare a Greek text for the press. Froben was anxious to anticipate the publication of the Complutensian edition, and the haste with which the work of Erasmus was completed, shows that little consideration was paid to the exigences of textual criticism. The request was made on April 17, 1515, while Erasmus was in England. The details of the printing were not settled in September in the same year, and the whole work was finished in February 1516 Tregelles, Hist, of Printed Text, 19, 20). The work, as Erasmus afterwards confessed, was done in reckless haste (" praecipitatuin verius quam editum. Comp. Epp. . "26 ; xii. 19), and that too in the midst of other heavy literary labours (Ep. i. 7. Comp. Wetstein, Prolegg. p. 166-7).* The MSS. which formed the basis of his edition are still, with one exception, preserved at Basle ; and two which he used for the press contain the corrections of Erasmus and the printer's marks (Michaelis, ii. 220, 221). The one is a MS. of the Gospels of the 1 6th century of the ordinary late type (marked 2 Gosp. in the cata logues of MSS. since Wetstein) ; the other a MS. of the Acts and the Epistles (2 Acts. Epp.), somewhat older but of the same general character." Erasmus also made some use of two other Basle MSS. (1 Gosp. ; 4 Acts. Epp.) ; the former of these is of great value, but the important variations from the common text which it offers, made him suspect that it had been altered from the Latin." For the Apo calypse he had only an imperfect MS. which be longed to Keuchlin. The last six verses were wanting, and these he translated from the Latin,* a process which he adopted in other places where it was less excusable. The received text contains two memorable instances of this bold interpolation. The one is Acts viii. 37, which Erasmus, as he says, found written in the margin of a Greek MS., though it was wanting in that which he used : the other is Acts ix. 5, 6, ffKKitpov r)Tu>i', in place of ws el; - n>n irpo6<. f="" to.="" yap="" eiri="" ttflfl="" trpo="" rauto.=""
  • 48.
    ai=""/>aipo /3t'/3Aov, airo|3i'£Aov T. 4. Some of these tire obvious blunders in rendering from thu Latin, and yet they are consecrated by uj-e. J Luther's German version was made from this text (Keuss, (Sack. d. H. S. $400). One conjecture of Erasmus.. 1 Pet iii. 20, a*ro£ tfeie^ero, supported by no MS., pasted from this edition into the received text. 1 In the course of the controversy on this passage tb* Cod. Vatic. B was appealed to (1521). Some v«ars later (1534) Sepulveda describes the MS. in a letter to Erasmus, giving a general description of its agreement with the Vulgate, and a selection of various readings. In reply to this Erasmus appeals to a supposed foedut cum (fraecit, made at the Council of Florence, 1439, in accordance with which Greek copies were to be altered to agree with the Latin ; and argues that B may have been so altered. When Sepulveda answers that no such compact was made, Erasmus replies that he had heard from Culhbert [Tonstall] of Durham that it was agreed that the Greek MSS. should be corrected to harmonize with the Latin, and took the >tatement for granted. Yet on this simple misunderstanding the credit of the oldest MSS. has been impugned. The in fluence of the idea in "/oediw cum Graecis" has all belief in the fact (Trebles, Uorne, iv. pp. xv.
  • 49.
    The text onthis page is estimated to be only 25.66% accurate NEW TESTAMENT ribt/Jned a copy of the Complutensian text, and in Ins fourth edition in 1527, gave some various read ings from it iu addition to those which he had already noted, and used it to correct his own text In the Apocalypse in 90 places, while elsewhere he introduced only 16 changes (Mill, §1141). His fifth and last edition (1535) differs only in 4 places from the fourth, and the fourth edition after wards became the basis of the received text. This, it will be seen, rested on scanty and late Greek evidance, without the help of any versions except the Latin, which was itself so deformed in common copies, as not to show its true character and weight. 4. The editions of Stephens. — The scene of our history now changes from Basle to Paris. In 1543, Simon de Colines ( COLINAEUS) published a Greek text of the N. T.. corrected in about 150 places on fresh MS. authority. He was charged by Beza with making changes by conjecture ; but of the ten examples quoted by Mill, all but one (Matt. viii. 33, &irai>Ta for irdvra) are supported by MSS., and four by the Parisian MS. Reg. 85 (119 Gospp.).» The edition of Colinaeus does not appear to naveobtained any wide influence. Not long after it ap peared, K. Estienne (STEPHANUS) published his first edition (1546), which was based on a collation of MSS. in the Royal Library with the Compluten sian text.b He gives no detailed description of the MSS. which he used, and their character can only be discovered by the quotation of their readings, which is given in the third edition. According to Mill, the text differs from the Complutensian in 581 places, and in 198 of these it follows the last edition of Erasmus. The former printed texts are abandoned in only 37 places in favour of the MSS., and the Erasmian reading is often preferred to that supported by all the other Greek authorities with which Stephens is known to have been acquainted : e. g. Matt. vi. 18, viii. 5, ix. 5. &c.e A second edition veiy closely resembling the first both in form and text, having the same preface and the same number of pages and lines, was published in 1549; but the great edition of Stephens is that known as the Regia, published in 1550.*
  • 50.
    In this asystematic collection of various readings, amounting, it is said, to 2194 (Mill, §1227), is given for the first time; but still no consistent critical use was made of them. Of the authorities which he quoted most have been since identified. They were the Complutensian text, 10 MSS. of the Gospels, 8 of the Acts, 7 of the Catholic Epistles, 8 of the Pauline Epistles, 2 of the Apocalypse, in all 15 distinct MSS. One of these was the Codex Bezae a An examination of the readings quoted from Colinaeus by Mill shows conclusively that he used Cod. 119 of the Gospels, 10 of the Pauline Epistles (8 of the Acts, the MS. marked ta by Stephens), and probably 33 of the Gospels arid 5 of the Catholic Kpistles. The readings in 1 Cor. xiv. 2, 1 Pet. v. 2, 2 Pet. iii. 17, seem to be mere errors, and are apparently supported by no authority. •> This edition and its counterpart (1549) are known as the " (j mirificam" edition, from the opening words of the preface : " 0 mirificam regis nostri optlmi et praestantissimi principis liberalitatem," in allusion to the new fount of small Greek type which the king had ordered to be cut, and which was now used for the first time. " The Complutensian influence on these editions has boen over-estimated. In the last versos of the Apc>c:ilypse ($3) they follow what Erasmus supplied, and not any Ureek authority" (Tregelles). c Stephens' own description of his edi'.ion cannot be recoived literally. " Codices nacti aliquot ip*a vetustatis ?P»<: pene="" adorandos="" quorum="" copium="" nobis="" bibliothtta="" new="" testament="" two="" have="" not="" yet="" been="" recognised="" griesbach="" n.="" t.="" ft="" xxiv.-xxxvi.="" the="" collation="" were="" made="" by="" his="" son="" henry="" stephens="" but="" they="" fail="" entirely="" to="" satisfy="" requirements="" of="" exact="" criticism.="" various="" readings="" d="" alone="" in="" tin="" gospels="" and="" acts="" are="" more="" thai="" whole="" number="" given="" or="" take="" another.="" example="" while="" only="" variants="" complutensian="" mill="" calculates="" that="" omitted="" nor="" was="" use="" materials="" satisfactory="" than="" their="" quality.="" less="" thirty="" changes="" on="" ms.="" authority="" except="" apocalypse="" which="" follows="" text="" most="" closely="" it="" hardly=""
  • 51.
    ever="" deseiis="" last=""edition="" erasmus="" numerous="" instances="" occur="" deserts="" former="" all="" msst="" restore="" an="" erasmian="" reading.="" quotes="" following="" examples="" among="" others="" interesting="" because="" passed="" from="" stephanie="" into="" our="" a.="" v.="" matt.="" ii.="" tvpov="" for="" eitiov="" any="" greek="" as="" far="" i="" know="" though="" scholz="" says="" cum="" codd.="" multis="" iii.="" icapiroiis="" a="" kapirbf="" mark="" vi.="" add.="" ol="" oxxot="" :="" xvi-="" raxv.="" luke="" vii.="" tlire="" kvpws.="" john="" xiv.="" rovrov.="" l="" rom.="" om.="" kal="" before="" sucaiokpiffias.="" james="" karakpioritf="" kpiorjtf.="" prescription="" oc="" cupied="" place="" evidence="" well="" work="" textual="" critic="" reserved="" time="" when="" he="" could="" command="" trustworthy="" complete="" collations.="" published="" fourth="" is="" remarkable="" giving="" first="" present="" division="" verses.="" editions="" beza="" elzevir.="" nothing="" can="" illustrate="" clearly="" deficiency="" scholars="" elements="" criti="" cism="" annotations="" this="" great="" divine="" obtained="" h.="" ste="" phens="" copy="" had="" noted="" down="" about="" twenty-five="" mss.="" early="" marsh="" michaelis="" used="" collection="" rather="" exegetical="" ..han="" critical="" purposes.="" thus="" pronounced="" favour="" obvious="" inter="" polations="" i.="" xviii.="" consequently="" margin="" elsewhere="" maintained="" grounds="" wholly="" indefensible="" matt="" xvi.="" interpolation="" apoc.="" xi.="" ayye="" eiffrijkd="" has="" regia="" facile="" suppeditablt="" ex="" iis="" ita="" hunc="" nostrum="" recensuimus="" ut="" nullam="" omnino="" litteram="" secus="" esse="" paleremur="" quam="" plures="" iique="" meliores="" libri="" tanquam="" testes.="" comprobarent.="" adjuti="" praeterea="" sumus="" allis="" erasnil="" turn="" vero="" complutensl="" editione="" ad="" vetustissimos="" bibliothecae="" leonis="" x.="" pont="" codices="" excudl="" jusserat="" hispan.="" card.="" fr.="" siraenlus="" quos="" nostris="" miro="" consensu="" saepissime="" convenire="" ipsa="" collatione="" deprehendlmus="" edit.="" preface="" third="" same="" copies=""
  • 52.
    these="" that.="" novum=""jesu="" christ="" d.="" testamentum.="" bibliotheca="" regia.="" lntetiae.="" officinft="" robert="" stephani="" typographi="" regii="" regiis="" typis.="" mijl.="" simply="" ie="" second="" jiezae="" ancient="" collated="" friends="" italy="" royal="" library="" caetera="" sunt="" ca="" quag="" undique="" corrogare="" licuit=""/>
  • 53.
    The text onthis page is estimated to be only 25.00% accurate NEW TESTAMENT into me text of the A. V. The Greek text of Beta j Medicated to Queen Elizabeth) was printed by H. Stephens in 1565, and again in 1576; but his | chief edition was the third, printed in 1582, which contained readings from the Codices Bezae and t Claromontanus. The reading followed by the text of A. V. in Rom. vii. 6 (biro6a.vovra.s tor laroflewoWes), which is supported by no Greek MS. or 'ersiuu whatever, is due to this edition. Other editions oj .tieza appeared in 1588-9, 1598, and His (third) text found a wide currency.6 Among other editions which were wholly or in part based upon it, those of the ELZEVIRS alone require to be noticed. The first of these editions, famous for the beauty of their execution, was published at Leyden in 1624. It is not known who acted as editor, but the text is mainly that of the third edition of Stephens. Including every minute variation in orthography, it differs from this in 278 places (Scrivener, N. T. Cambr. 1860, p. vi.). In these cases it generally agrees with Beza, more rarely it differs from both, either by typographical errors (Matt. vi. 34, xv. 27 ; Luke x. 6 add. 6, xi. 12, liii. 19; John iii. 6) or perhaps by manuscript authority (Matt. xxiv. 9, cm. ruv. Luke vii. 12, viii. 29; John xii. 17, OTI). In the second edition (Leyden, 1633) it was announced that the text was that which was universally received (textum ergo habes nunc ab omnibus receptum), and the declaration thus boldly made was practically ful filled. From this time the Elzevirian text was generally reprinted on the continent, and that of the third edition of Stephens in England, till quite recent times. Yet it has been shown that these texts were substantially formed on late MS. au thority, without the help of any complete colla tions or of any readings (except of D) of a first class MS., without a good text of the Vulgate, and without the assistance of oriental versions. No thing short of a miracle could have produced a critically pure text from such materials and those treated without any definite system. Yet, to 'use Bentley's words, which are not too strong, " the • The edition of Beza of 1589 and the third of Stephens may be regarded as giving th fundamental
  • 54.
    Greek text sfthe A. V. In the following passages in the Gospels the A.. V. differs from Stephens, and agrees with Beza:— Matt. ix. 33, om. on. Yet this particle might be omitted in translation. „ xxi. 1, frreKa0tcrai< for eirfKa0t. „ Viii. 24, w? SdvSpa for OTI (!>f SevSpa. „ ix. 40, r)iuav for i'fuav, " against most MSS." as Beza remarks. Luke 1. 35, add « (not in 1" ed.). „ ii. 22, airrijs for avTiav. „ X. 22, am. v. In others it agrees with Stephens against Beza :— Matt. i. 23. KoAeVouo-i for hn iv. 6, NEW TESTAMENT text stood as if an npostle were R. Stephens' oompositor." Habit hallowed what w;is commonly used, and the course of textual polemics contriuiited not a little to preserve without change tht common Held on which controversialists were pre pared to engage. ii. From Mill to Scholz. — 6. The second period of the history of the printed text may be treated with less detail. It was influenced, more or less, throughout by the textus receptus, though the authority of this provisional text was gradually shaken by the increase of critical materials and the bold enunciation of principles of revision. The first important collection of various readings — for that of Stephens was too imperfect to deserve the name — was given by WALTON in the 6th volume of his Polyglott. The Syriac, Arabic, Aetbiopic, and Persian versions of the N. T., together with the readings of Cod. Alex., were printed in the 5th volume together with the text of Stephens. To these were added in the 6th the readings col lected by Stephens, others from an edition by Wechel at Frankfort (1597), the readings of the Codices Bezae and Claromont., and of fourteen other MSS. which had been collated under the care of Archbp. Ussher. Some of these collations were extremely imperfect (Scrivener, Cod. Aug. p. Ixvii. ; Introduction, p. 148), as appears from later ex amination, yet it is not easy to overrate the im portance of the exhibition of the testimony of the oriental versions side by side with the current Greek text. A few more MS. readings were given by CURCELLAEUS (de Courcelles) in an edition pub lished at Amsterdam, 1658, &c., but the great names of this period continue to be those of Eng lishmen. The readings of the Coptic and Gothic versions were first given in the edition of (Bp. Fell) Oxford, 1675; ed. Gregory, 1703 ; but the greatest service which Fell rendered to the criticism of th« N.T. was the liberal,
  • 55.
    encouragement which hegave to Mill. The work of MILL (cf. Oxon. 1707 ; Amstelod. ed. Kuster, 1710; other copies have on the title- page 1723, 1746, &c.j marks an epoch in the history John xviii. 20, navrore for wavrodev. " So in the old MSS." (Beza). In other parts of the N. T. 1 have noticed the following passages In which the A. V. agrees with the text of Beza's edition of 1589 against Stephens (Acts xvii. 25, xxi. 8 xxii. 25, xxiv. 13, 18 ; Rom. vii. 6 (note), vili. 11 (note), xii. 11, xvi. 20; 1 Cor. v. 11, xv. 31 ; 2 Cor. iii. 1, vi. 15, vii. 12, 16, xi. 10; Col. 1. 1, 24, ii. 10; 1 Thess. il. 15; 2 Thess. ii. 4 ; Tit. 11. 10 ; Hebr. Ix. 2 (note) ; James ii. 13 (note), iv. 13, 15, v. 12; 1 Pet. i. 4 (note); 2 Pet. iii. 7; 1 John i. 4, ii. 23 (in italics), 111. 16 ; 2 John 3 ; 3 John 7 ; Jude 24 ; Apoc. iii. 1, v. 11, vii. 2, 10, 14, viii. 11, xi. 1, 2, xiii. 3, xiv. 18, xvi. 14, xvii. 4. On the other hand the A. V. agrees with Stephens against Beza, Acts iv. 27 xvi. 17, xxv. 6 (note), xxvl. 8 ; Horn. v. 17 ; 1 COT. iii. 3. vii, 29, xi. 22, x. 38 (error of press?); 2 Cor. ill. 14 ; Gal iv. 17 (note); PhiL i. 23; Tit, ii. 7; Hebr. x. 2; 1 Pet ii. 21, iii. 21; 2 Pet. ii. 12; Apoc. iv. 10, ix. f xii. 14, xiv. 2, xviii. 6, xix. 1. The enumeration given by Scri vener (A Supplement to the Authorized Version, pp. 7, 8) differs slightly from this, which includes a few more passages ; other passages are doubtful : Acts vii. 26, xv. 32, xix. 27 ; 2 Cor. xi. 1, xiii. 4 ; Apoc. iv. 8, xviii. 16. In other places, Matt ii. 11, x. 10; John xviii. 1 ; Acts xxvii. 29 ; 2 Pet. i. 1. they follow neither. In James iv. 15, fi)
  • 56.
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