The document discusses matrix multiplication and properties of matrices such as identity matrices, transposes, and powers of matrices. It also covers zero-one matrices, which have entries of only 0 and 1. Operations on zero-one matrices include join, meet, Boolean product, and Boolean powers. Boolean operations like AND and OR are used in place of multiplication and addition for zero-one matrix operations. Examples are provided to illustrate matrix multiplication and operations on zero-one matrices.
MATRICES
Operations on matrices
A matrix represents another way of writing information. Here the information is written as rectangular array. For example two students Juma and Anna sit a math Exam and an English Exam. Juma scores 92% and 85%, while Anna scores 66% and 86%. This can be written as
MATRICES
Operations on matrices
A matrix represents another way of writing information. Here the information is written as rectangular array. For example two students Juma and Anna sit a math Exam and an English Exam. Juma scores 92% and 85%, while Anna scores 66% and 86%. This can be written as
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Revista argentina. Publicada entre 1970 y 1975. Expone las teorías generales, informa sobre el planteo, el desarrollo y la discusión de la investigación contemporánea, en todos los dominios, desde la física hasta las ciencias del hombre. Presenta los trabajos de los especialistas, escritos por los especialistas mismos, debate los problemas de política científica.
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This is the entrance exam paper for ISI MSQE Entrance Exam for the year 2008. Much more information on the ISI MSQE Entrance Exam and ISI MSQE Entrance preparation help available on http://crackdse.com
This is the entrance exam paper for ISI MSQE Entrance Exam for the year 2010. Much more information on the ISI MSQE Entrance Exam and ISI MSQE Entrance preparation help available on http://crackdse.com
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Matrices
CMSC 56 | Discrete Mathematical Structure for Computer Science
November 30, 2018
Instructor: Allyn Joy D. Calcaben
College of Arts & Sciences
University of the Philippines Visayas
Matrix Arithmetic and Properties
Some Special Matrices
Nonsingular Matrices
Symmetric Matrices
Orthogonal and Orthonormal Matrix
Complex Matrices
Hermitian Matrices
This presentation describes Matrices and Determinants in detail including all the relevant definitions with examples, various concepts and the practice problems.
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1. February 24, Applied Discrete Mathematics 1
Matrix MultiplicationMatrix Multiplication
Let us calculate the complete matrix C:Let us calculate the complete matrix C:
−
−−=
011
500
412
103
A
−=
43
10
12
B
=C
99
88
1515
-2-2
77
1515
2020
-2-2
2. February 24, Applied Discrete Mathematics 2
Identity MatricesIdentity Matrices
TheThe identity matrix of order nidentity matrix of order n is the nis the n××n matrixn matrix
IInn = [= [δδijij], where], where δδijij = 1 if i = j and= 1 if i = j and δδijij = 0 if i= 0 if i ≠≠ j:j:
=
1...00
...
...
...
0...10
0...01
A
Multiplying an mMultiplying an m××n matrix A by an identity matrix ofn matrix A by an identity matrix of
appropriate size does not change this matrix:appropriate size does not change this matrix:
AIAInn = I= ImmA = AA = A
3. February 24, Applied Discrete Mathematics 3
Powers and Transposes of MatricesPowers and Transposes of Matrices
TheThe power functionpower function can be defined forcan be defined for squaresquare
matrices. If A is an nmatrices. If A is an n××n matrix, we have:n matrix, we have:
AA00
= I= Inn,,
AArr
= AAA…A= AAA…A (r times the letter A)(r times the letter A)
TheThe transposetranspose of an mof an m××n matrix A = [an matrix A = [aijij], denoted by], denoted by
AAtt
, is the n, is the n××m matrix obtained by interchanging them matrix obtained by interchanging the
rows and columns of A.rows and columns of A.
In other words, if AIn other words, if Att
= [b= [bijij], then b], then bijij = a= ajiji forfor
i = 1, 2, …, n and j = 1, 2, …, m.i = 1, 2, …, n and j = 1, 2, …, m.
4. February 24, Applied Discrete Mathematics 4
Powers and Transposes of MatricesPowers and Transposes of Matrices
Example:Example:
−
=
411
302t
A
−=
43
10
12
A
A square matrix A is calledA square matrix A is called symmetricsymmetric if A = Aif A = Att
..
Thus A = [aThus A = [aijij] is symmetric if a] is symmetric if aijij = a= ajiji for allfor all
i = 1, 2, …, n and j = 1, 2, …, m.i = 1, 2, …, n and j = 1, 2, …, m.
−
−=
493
921
315
A
=
131
131
131
B
A is symmetric, B is not.A is symmetric, B is not.
5. February 24, Applied Discrete Mathematics 5
Zero-One MatricesZero-One Matrices
A matrix with entries that are either 0 or 1 is called aA matrix with entries that are either 0 or 1 is called a
zero-one matrixzero-one matrix. Zero-one matrices are often used. Zero-one matrices are often used
like a “table” to represent discrete structures.like a “table” to represent discrete structures.
We can define Boolean operations on the entries inWe can define Boolean operations on the entries in
zero-one matrices:zero-one matrices:
aa bb aa∧∧bb
00 00 00
00 11 00
11 00 00
11 11 11
aa bb aa∨∨bb
00 00 00
00 11 11
11 00 11
11 11 11
6. February 24, Applied Discrete Mathematics 6
Zero-One MatricesZero-One Matrices
Let A = [aLet A = [aijij] and B = [b] and B = [bijij] be m] be m××n zero-one matrices.n zero-one matrices.
Then theThen the joinjoin of A and B is the zero-one matrix withof A and B is the zero-one matrix with
(i, j)th entry a(i, j)th entry aijij ∨∨ bbijij. The join of A and B is denoted by. The join of A and B is denoted by
AA ∨∨ B.B.
TheThe meetmeet of A and B is the zero-one matrix with (i,of A and B is the zero-one matrix with (i,
j)th entry aj)th entry aijij ∧∧ bbijij. The meet of A and B is denoted by A. The meet of A and B is denoted by A
∧∧ B.B.
8. February 24, Applied Discrete Mathematics 8
Zero-One MatricesZero-One Matrices
Let A = [aLet A = [aijij] be an m] be an m××k zero-one matrix andk zero-one matrix and
B = [bB = [bijij] be a k] be a k××n zero-one matrix.n zero-one matrix.
Then theThen the Boolean productBoolean product of A and B, denoted byof A and B, denoted by
AAοοB, is the mB, is the m××n matrix with (i, j)th entry [cn matrix with (i, j)th entry [cijij], where], where
ccijij = (a= (ai1i1 ∧∧ bb1j1j)) ∨∨ (a(ai2i2 ∧∧ bb2i2i)) ∨∨ …… ∨∨ (a(aikik ∧∧ bbkjkj).).
Note that the actual Boolean product symbol has aNote that the actual Boolean product symbol has a
dot in its center.dot in its center.
Basically, Boolean multiplication works like theBasically, Boolean multiplication works like the
multiplication of matrices, but with computingmultiplication of matrices, but with computing ∧∧
instead of the product andinstead of the product and ∨∨ instead of the sum.instead of the sum.
10. February 24, Applied Discrete Mathematics 10
Zero-One MatricesZero-One Matrices
Let A be a square zero-one matrix and r be a positiveLet A be a square zero-one matrix and r be a positive
integer.integer.
TheThe r-th Boolean powerr-th Boolean power of A is the Boolean productof A is the Boolean product
of r factors of A. The r-th Boolean power of A isof r factors of A. The r-th Boolean power of A is
denoted by Adenoted by A[r][r]
..
AA[0][0]
= I= Inn,,
AA[r][r]
= A= AοοAAοο……οοAA (r times the letter A)(r times the letter A)