Automata theory studies abstract computing devices and the types of tasks they are capable of. Alan Turing pioneered this field in the 1930s by studying Turing machines. The theory examines questions of computability and complexity. It establishes a hierarchy of formal language classes from regular to recursively enumerable. Proofs in automata theory demonstrate properties of languages and machines through techniques like deduction, induction, contradiction, and counterexamples. Key concepts include alphabets, strings, languages, and the membership problem of determining if a string belongs to a language.
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Discrete Mathematics is a branch of mathematics involving discrete elements that uses algebra and arithmetic. It is increasingly being applied in the practical fields of mathematics and computer science. It is a very good tool for improving reasoning and problem-solving capabilities.
Automata theory - describes to derives string from Context free grammar - derivation and parse tree
normal forms - Chomsky normal form and Griebah normal form
Teaching Notes (extremely technical) detailing my Raspberry Pi program. This is for the third set of classes, where we taught the Python coding language along with logic structure. This is the first class, showing the basics of Python.
Discrete Mathematics is a branch of mathematics involving discrete elements that uses algebra and arithmetic. It is increasingly being applied in the practical fields of mathematics and computer science. It is a very good tool for improving reasoning and problem-solving capabilities.
Automata theory - describes to derives string from Context free grammar - derivation and parse tree
normal forms - Chomsky normal form and Griebah normal form
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This presentation contains:
1. Introduction
2. Central areas of TOC
3. Complexity theory
4. Computability theory
5. Automata theory
6. Related terminologies
7. Strings
8. Languages
9. Proof, Theorem, Lemma, Corollaries
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2. What is Automata Theory?
2
Study of abstract computing devices, or
“machines”
Automaton = an abstract computing device
Note: A “device” need not even be a physical hardware!
A fundamental question in computer science:
Find out what different models of machines can do and
cannot do
The theory of computation
Computability vs. Complexity
3. Alan Turing (1912-1954)
3
Father of Modern Computer
Science
English mathematician
Studied abstract machines called
Turing machines even before
computers existed
Heard of the Turing test?
(A pioneer of automata theory)
4. Theory of Computation: A Historical Perspective
4
1930s • Alan Turing studies Turing machines
• Decidability
• Halting problem
1940-1950s • “Finite automata” machines studied
• Noam Chomsky proposes the
“Chomsky Hierarchy” for formal
languages
1969 Cook introduces “intractable” problems
or “NP-Hard” problems
1970- Modern computer science: compilers,
computational & complexity theory evolve
5. Languages & Grammars
Languages: “A language is a
collection of sentences of
finite length all constructed
from a finite alphabet of
symbols”
Grammars: “A grammar can
be regarded as a device that
enumerates the sentences of
a language” - nothing more,
nothing less
N. Chomsky, Information
and Control, Vol 2, 1959
5
Or “words”
Image source: Nowak et al. Nature, vol 417, 2002
8. Alphabet
8
An alphabet is a finite, non-empty set of symbols
We use the symbol ∑ (sigma) to denote an
alphabet
Examples:
Binary: ∑ = {0,1}
All lower case letters: ∑ = {a,b,c,..z}
Alphanumeric: ∑ = {a-z, A-Z, 0-9}
DNA molecule letters: ∑ = {a,c,g,t}
…
9. Strings
9
A string or word is a finite sequence of symbols
chosen from ∑
Empty string is ε (or “epsilon”)
Length of a string w, denoted by “|w|”, is equal to
the number of (non- ε) characters in the string
E.g., x = 010100 |x| = 6
x = 01 ε 0 ε 1 ε 00 ε |x| = ?
xy = concatentation of two strings x and y
10. Powers of an alphabet
10
Let ∑ be an alphabet.
∑k
= the set of all strings of length k
∑* = ∑0
U ∑1
U ∑2
U …
∑+
= ∑1
U ∑2
U ∑3
U …
11. Languages
11
L is a said to be a language over alphabet ∑, only if L ⊆ ∑*
this is because ∑* is the set of all strings (of all possible length
including 0) over the given alphabet ∑
Examples:
1. Let L be the language of all strings consisting of n 0’s followed by n
1’s:
L = {ε,01,0011,000111,…}
2. Let L be the language of all strings of with equal number of 0’s and
1’s:
L = {ε,01,10,0011,1100,0101,1010,1001,…}
Definition: Ø denotes the Empty language
Let L = {ε}; Is L=Ø?
NO
Canonical ordering of strings in the language
12. The Membership Problem
12
Given a string w ∈∑*and a language L over ∑, decide
whether or not w ∈L.
Example:
Let w = 100011
Q) Is w ∈ the language of strings with equal number
of 0s and 1s?
13. Finite Automata
13
Some Applications
Software for designing and checking the behavior of
digital circuits
Lexical analyzer of a typical compiler
Software for scanning large bodies of text (e.g., web
pages) for pattern finding
Software for verifying systems of all types that have a
finite number of states (e.g., stock market transaction,
communication/network protocol)
14. Finite Automata : Examples
14
On/Off switch
Modeling recognition of the word “then”
Start state Final stateTransition Intermediate
state
action
state
15. Structural expressions
15
Grammars
Regular expressions
E.g., unix style to capture city names such as “Palo Alto CA”:
[A-Z][a-z]*([ ][A-Z][a-z]*)*[ ][A-Z][A-Z]
Start with a letter
A string of other
letters (possibly
empty)
Other space delimited words
(part of city name)
Should end w/ 2-letter state code
17. Deductive Proofs
17
From the given statement(s) to a conclusion
statement (what we want to prove)
Logical progression by direct implications
Example for parsing a statement:
“If y≥4, then 2y
≥y2
.”
(there are other ways of writing this).
given conclusion
18. Example: Deductive proof
18
Let Claim 1: If y≥4, then 2y
≥y2
.
Let x be any number which is obtained by adding the squares
of 4 positive integers.
Claim 2:
Given x and assuming that Claim 1 is true, prove that 2x
≥x2
Proof:
Given: x = a2
+ b2
+ c2
+ d2
Given: a≥1, b≥1, c≥1, d≥1
a2
≥1, b2
≥1, c2
≥1, d2
≥1 (by 2)
x ≥ 4 (by 1 & 3)
2x
≥ x2
(by 4 and Claim 1)
“implies” or “follows”
19. On Theorems, Lemmas and Corollaries
19
We typically refer to:
A major result as a “theorem”
An intermediate result that we show to prove a larger result as a
“lemma”
A result that follows from an already proven result as a
“corollary”
An example:
Theorem: The height of an n-node binary
tree is at least floor(lg n)
Lemma: Level i of a perfect binary tree has
2i
nodes.
Corollary: A perfect binary tree of height h
has 2h+1
-1 nodes.
20. Quantifiers
20
“For all” or “For every”
Universal proofs
Notation*
=?
“There exists”
Used in existential proofs
Notation*
=?
Implication is denoted by =>
E.g., “IF A THEN B” can also be written as “A=>B”
*
I wasn’t able to locate the symbol for these notation in powerpoint. Sorry! Please follow the standard notation
for these quantifiers. These will be presented in class.
21. Proving techniques
21
By contradiction
Start with the statement contradictory to the given statement
E.g., To prove (A => B), we start with:
(A and ~B)
… and then show that could never happen
What if you want to prove that “(A and B => C or D)”?
By induction
(3 steps) Basis, inductive hypothesis, inductive step
By contrapositive statement
If A then B ≡ If ~B then ~A
22. Proving techniques…
22
By counter-example
Show an example that disproves the claim
Note: There is no such thing called a
“proof by example”!
So when asked to prove a claim, an example that satisfied
that claim is not a proof
23. Different ways of saying the same thing
23
“If H then C”:
i. H implies C
ii. H => C
iii. C if H
iv. H only if C
v. Whenever H holds, C follows
24. “If-and-Only-If” statements
24
“A if and only if B” (A <==> B)
(if part) if B then A ( <= )
(only if part) A only if B ( => )
(same as “if A then B”)
“If and only if” is abbreviated as “iff”
i.e., “A iff B”
Example:
Theorem: Let x be a real number. Then floor of x =
ceiling of x if and only if x is an integer.
Proofs for iff have two parts
One for the “if part” & another for the “only if part”
25. Summary
25
Automata theory & a historical perspective
Chomsky hierarchy
Finite automata
Alphabets, strings/words/sentences, languages
Membership problem
Proofs:
Deductive, induction, contrapositive, contradiction, counterexample
If and only if
Read chapter 1 for more examples and exercises