The document defines and provides examples of different types of matrices such as square, diagonal, identity, and zero matrices. It also discusses matrix operations like addition, subtraction, scalar multiplication, and matrix multiplication. Key properties of these operations such as commutativity, associativity, and invertibility are covered. Matrix transpose and elementary row operations are also introduced.
About sets , definition example, and some types of set. Explained the some operation of set like union of set and intersection of set with usual number example
matrices
The beginnings of matrices goes back to the second century BC although traces can be seen back to the fourth century BC. However it was not until near the end of the 17th Century that the ideas reappeared and development really got underway.
It is not surprising that the beginnings of matrices and determinants should arise through the study of systems of linear equations. The Babylonians studied problems which lead to simultaneous linear equations and some of these are preserved in clay tablets which survive.
Daymark Energy Advisors Principal Consultant Stan Faryniarz spoke on energy storage technologies as part of the session "Storage Project & Policy Successes: Enhancing Renewables Integration & Resilience" at The 2016 Renewable Energy Vermont (REV 2016) Conference.
About sets , definition example, and some types of set. Explained the some operation of set like union of set and intersection of set with usual number example
matrices
The beginnings of matrices goes back to the second century BC although traces can be seen back to the fourth century BC. However it was not until near the end of the 17th Century that the ideas reappeared and development really got underway.
It is not surprising that the beginnings of matrices and determinants should arise through the study of systems of linear equations. The Babylonians studied problems which lead to simultaneous linear equations and some of these are preserved in clay tablets which survive.
Daymark Energy Advisors Principal Consultant Stan Faryniarz spoke on energy storage technologies as part of the session "Storage Project & Policy Successes: Enhancing Renewables Integration & Resilience" at The 2016 Renewable Energy Vermont (REV 2016) Conference.
Un plan de desarrollo no es otra cosa que la planificación concertada de objetivos, metas y programas que se acometen durante el periodo administrativo constitucional.
This presentation describes Matrices and Determinants in detail including all the relevant definitions with examples, various concepts and the practice problems.
Some types of matrices, Eigen value , Eigen vector, Cayley- Hamilton Theorem & applications, Properties of Eigen values, Orthogonal matrix , Pairwise orthogonal, orthogonal transformation of symmetric matrix, denationalization of a matrix by orthogonal transformation (or) orthogonal deduction, Quadratic form and Canonical form , conversion from Quadratic to Canonical form, Order, Index Signature, Nature of canonical form.
For the following matrices, determine a cot of basis vectors for the.pdfeyebolloptics
For the following matrices, determine a cot of basis vectors for the null spaces the column
spaces. A = [3 2 -1 5] A = [2 1 -3 4 0 2 0 -2 8] Let P_n denote the set of all polynomial
functions of degree at most n Let a_o be a feed constant. Explain why H = [p(t) = a_0 + b_x| b
R} is not necessarily a vector subspace of P_x, Are there any values of a_o for which H will be a
subspace? If instead H = {p(t) = a + bt| a, b R}, (i.e., the constant term is allowed to vary over
all real numbers), show that H is a vector subspace of P_n.
Solution
Ans-
A matrix, in general sense, represents a
collection of information stored or arranged
in an orderly fashion. The mathematical
concept of a matrix refers to a set of numbers,
variables or functions ordered in rows and
columns. Such a set then can be defined as a
distinct entity, the matrix, and it can be
manipulated as a whole according to some
basic mathematical rules.
A matrix with 9 elements is shown below.
[
[[
[ ]
]]
]
=
==
=
aaa
=
==
=
253
A
131211
aaa
aaa
232221
333231
819
647
Matrix [A] has 3 rows and 3 columns. Each
element of matrix [A] can be referred to by its
row and column number. For example,
=
==
=a
23
6
A computer monitor with 800 horizontal
pixels and 600 vertical pixels can be viewed as
a matrix of 600 rows and 800 columns.
In order to create an image, each pixel is
filled with an appropriate colour.
ORDER OF A MATRIX
The order of a matrix is defined in terms of
its number of rows and columns.
Order of a matrix = No. of rows
×
××
×
No. of
columns
Matrix [A], therefore, is a matrix of order 3
×
××
×
3.
COLUMN MATRIX
A matrix with only one column is called a
column matrix or column vector.
ROW MATRIX
3
6
4
A matrix with only one row is called a row
matrix or row vector.
[
[[
[ ]
]]
]
653
SQUARE MATRIX
A matrix having the same number of rows
and columns is called a square matrix.
742
942
435
RECTANGULAR MATRIX
A matrix having unequal number of rows and
columns is called a rectangular matrix.
1735
13145
8292
REAL MATRIX
A matrix with all real elements is called a real
matrix
PRINCIPAL DIAGONAL and TRACE
OF A MATRIX
In a square matrix, the diagonal containing
the elements a
11
, a
22
, a
33
, a
44
, ……, a
is called
the principal or main diagonal.
The sum of all elements in the principal
diagonal is called the trace of the matrix.
The principal diagonal of the matrix
742
942
435
nn
is indicated by the dashed box. The trace of
the matrix is 2 + 3 + 9 = 14.
UNIT MATRIX
A square matrix in which all elements of the
principal diagonal are equal to 1 while all
other elements are zero is called the unit
matrix.
001
100
010
ZERO or NULL MATRIX
A matrix whose elements are all equal to zero
is called the null or zero matrix.
000
000
000
DIAGONAL MATRIX
If all elements except the elements of the
principal diagonal of a square matrix are
zero, the matrix is called a diagonal matrix.
002
900
030
RANK OF A MATRIX
The maximum number of linearly
independent rows of a matrix [A] is called
the rank of [A] and i.
MATRICES maths project.pptxsgdhdghdgf gr to f HR fpremkumar24914
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Classification Matrices execute measurements, for example, Log-Loss, Accuracy, AUC(Area under Curve), and so on. Another case of metric for assessment of AI calculations is exactness, review, which can be utilized for arranging calculations principally utilized via web indexes.
The Roman Empire A Historical Colossus.pdfkaushalkr1407
The Roman Empire, a vast and enduring power, stands as one of history's most remarkable civilizations, leaving an indelible imprint on the world. It emerged from the Roman Republic, transitioning into an imperial powerhouse under the leadership of Augustus Caesar in 27 BCE. This transformation marked the beginning of an era defined by unprecedented territorial expansion, architectural marvels, and profound cultural influence.
The empire's roots lie in the city of Rome, founded, according to legend, by Romulus in 753 BCE. Over centuries, Rome evolved from a small settlement to a formidable republic, characterized by a complex political system with elected officials and checks on power. However, internal strife, class conflicts, and military ambitions paved the way for the end of the Republic. Julius Caesar’s dictatorship and subsequent assassination in 44 BCE created a power vacuum, leading to a civil war. Octavian, later Augustus, emerged victorious, heralding the Roman Empire’s birth.
Under Augustus, the empire experienced the Pax Romana, a 200-year period of relative peace and stability. Augustus reformed the military, established efficient administrative systems, and initiated grand construction projects. The empire's borders expanded, encompassing territories from Britain to Egypt and from Spain to the Euphrates. Roman legions, renowned for their discipline and engineering prowess, secured and maintained these vast territories, building roads, fortifications, and cities that facilitated control and integration.
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Roman architecture and engineering achievements were monumental. They perfected the arch, vault, and dome, constructing enduring structures like the Colosseum, Pantheon, and aqueducts. These engineering marvels not only showcased Roman ingenuity but also served practical purposes, from public entertainment to water supply.
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Synthetic fiber production is a fascinating and complex field that blends chemistry, engineering, and environmental science. By understanding these aspects, students can gain a comprehensive view of synthetic fiber production, its impact on society and the environment, and the potential for future innovations. Synthetic fibers play a crucial role in modern society, impacting various aspects of daily life, industry, and the environment. ynthetic fibers are integral to modern life, offering a range of benefits from cost-effectiveness and versatility to innovative applications and performance characteristics. While they pose environmental challenges, ongoing research and development aim to create more sustainable and eco-friendly alternatives. Understanding the importance of synthetic fibers helps in appreciating their role in the economy, industry, and daily life, while also emphasizing the need for sustainable practices and innovation.
This is a presentation by Dada Robert in a Your Skill Boost masterclass organised by the Excellence Foundation for South Sudan (EFSS) on Saturday, the 25th and Sunday, the 26th of May 2024.
He discussed the concept of quality improvement, emphasizing its applicability to various aspects of life, including personal, project, and program improvements. He defined quality as doing the right thing at the right time in the right way to achieve the best possible results and discussed the concept of the "gap" between what we know and what we do, and how this gap represents the areas we need to improve. He explained the scientific approach to quality improvement, which involves systematic performance analysis, testing and learning, and implementing change ideas. He also highlighted the importance of client focus and a team approach to quality improvement.
The French Revolution, which began in 1789, was a period of radical social and political upheaval in France. It marked the decline of absolute monarchies, the rise of secular and democratic republics, and the eventual rise of Napoleon Bonaparte. This revolutionary period is crucial in understanding the transition from feudalism to modernity in Europe.
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4. The numbers or functions are called
the elements or the entries of the
matrix.
5. The number of rows and columns of a matrix is
defined as the order of the matrix.
Matrix having m rows and n columns is called
(m × n) matrix.
Order of the matrix = m x n
Read as m by n
6. A =
4 2 6 6
−1 0 2 7
Order of A = 2 x 4
B =
1 9
−8 1
3 5
Order of B = 3 x 2
C =
1 3 6
8 11 −1
5 −2 7
0 4 0
Order of C = 4 x 3
D = 5 9 2
Order of D = 1 x 3
E =
7
4
Order of E = 2 x 1
7. By the Order of the Matrix , number of
elements can be calculated by the product of
the row and column.
B =
1 9
−8 1
3 5
Order of B = 3 x 2
No of elements = 6
8. If the No. of elements is given, all possible
products of its factors is the order.
If a Matrix has 12 elements, what are the
possible orders it can have?
(1 x 12), (2 x 6), (3 x 4), (4 x 3), (6 x 2), (12 x 1)
9. A =
𝑎11 𝑎12 𝑎13 … … … … . 𝑎1𝑗 … … . … . 𝑎1𝑛
𝑎21 𝑎22 𝑎23 … … … . … 𝑎2𝑗 … … . … . 𝑎2𝑛
⋮ ⋮ ⋮ ⋮ ⋮
⋮ ⋮ ⋮ ⋮ ⋮
𝑎𝑖1 𝑎𝑖2 𝑎𝑖3 … . … . … . 𝑎𝑖𝑗 … … . … . 𝑎𝑖𝑛
⋮ ⋮ ⋮ ⋮ ⋮
⋮ ⋮ ⋮ ⋮ ⋮
𝑎 𝑚1 𝑎 𝑚2 𝑎 𝑚3 … … . … . 𝑎 𝑚𝑗 … … . … 𝑎 𝑚𝑛
ie., A = [aij]mxn where 1 ≤ i ≤ m , 1 ≤ j ≤ n
Matrices are named by Capital alphabets
Elements with small alphabets
R represents the Rows
C represents the Columns
13. A matrix is said to be a row matrix if it has only
one row
In general, A = (𝑎𝑖𝑗)1 x n & order = 1 x n
eg : (6 5 4 7 9 )
14. A matrix is said to be a column matrix if it has
only one column.
In general, A = (𝑎𝑖𝑗)m x 1 & order = m x 1
eg :
6
8
6
15. A matrix in which the number of rows are
equal to the number of columns
In general, A = (𝑎𝑖𝑗)m x m & order = m
Eg:
5 7
2 5
,
−2 0 7
3 8 9
1 6 4
16. A square matrix is said to be a diagonal matrix
if all the elements except those in the leading
diagonal are zero.
ie., B = [bij ]mxn is a diagonal matrix if
bij = 0 when i ≠ j
Eg: 3 0 0
0 7 0
0 0 −1
17. A diagonal matrix is said to be a scalar matrix if
its diagonal elements are equal
ie., B = [bij ]mxn is a scalar matrix if
bij = 0 when i ≠ j
bij = k when i = j Where k is some constant
Eg: 2 0 0
0 2 0
0 0 2
18. A square matrix in which the diagonal
elements are all 1 and rest are all zero is called
an identity matrix or unit matrix.
B = [bij ]mxn is a unit matrix if
bij = 0 when i ≠ j
bij = 1 when i = j
Eg:
1 0 0
0 1 0
0 0 1
19. A matrix is said to be zero matrix or null
matrix or void matrix if all its elements are
zero.
Zero matrix can be of any order.
Eg:
0 0
0 0
21. Two matrices A = [aij] and B = [bij] are equal if
(i) They are of the same order .
(ii) Corresponding elements are equal
ie., aij = bij for all i and j.
Eg: A =
4 2 6
−1 0 7
, B =
4 2 6
−1 0 7
A = B
22.
𝑥 + 𝑦 2
𝑧 − 5 𝑦
=
8 2
9 7
By equating we get, 𝑥 + 𝑦 = 8
𝑧 − 5 = 9 and y = 7
y = 7
x + y = 8
x + 7 = 8 ⇒ x = 1
z – 5 = 9 ⇒ z = 14
24. Addition of two matrices is possible only if both the matrices of
same order.
sum of A + B = D where D = [dij] &
dij = aij +bij for all values of i and j.
Eg :
8 2
9 7
+
3 6
9 5
=
8 + 3 2 + 6
9 + 9 7 + 5
=
11 8
18 12
25. A = [aᵢj] and k is any scalar.
kA = k [aij]m × n = [k (aij)]m × n.
Eg: A=
5 7
2 4
and k = 3
3A =
3𝑿5 3𝑿7
3𝑿2 3𝑿4
=
15 21
6 12
26. –A is the Negative of the Matrix A
ie., –A = (– 1) A.
Eg: A =
3 7 9
4 3 −2
- A = (-1)
3 7 9
4 3 −2
=
−3 −7 −9
−4 −3 2
27. Difference of two matrices is possible only if both the
matrices of same order.
A - B = D where D = [dij] &
dij = aij - bij for all values of i and j.
Eg :
8 2
9 7
-
3 6
9 5
=
8 − 3 2 − 6
9 − 9 7 − 5
=
5 −4
0 2
28. (i) Commutative Law: A + B = B + A.
(ii) Associative Law: (A + B) + C = A + (B + C).
(iii) Existence of additive identity:
A + O = O + A = A,
where O is the zero matrix
(iv) The existence of additive inverse:
A + (– A) = (– A) + A= O.
– A is the additive inverse of A.
29. If A & B be two matrices of same order and k , l
are scalars, then
(i) k(A +B) = k A + kB
(ii) (k + l)A = k A + l A
31. The product of two matrices A and B is defined
only if the number of columns of A(pre
multiplier) is equal to the number of rows of B
(post multiplier).
Let A = [aij]mxn and B = [bjk]n×p matrix.
Then AB = C = [cik](m×n)( nxp)= [cik]m×p
where cik = ai1 b1k + ai2 b2k + ai3 b3k + ... + ainbnk
= 𝑗=1
𝑛
𝑎𝑖𝑗 𝑏𝑗𝑘
32. (1) Associative : (AB)C = A(BC), possible only
when equality defined on both sides.
(2) Distributive: (i) A(B+C) = AB + BC
(ii) (A+B)C = AC + BC
(3) Existence of Identity: For every square
matrix there exist an identity matrix.
33. Matrix obtained by interchanging the rows and
columns is Transpose of a Matrix
It is denoted by A’ or AT
ie, A = (𝑎𝑖𝑗)mx n then AT = (aji)nxm
34. (i) (A’)’ = A
(ii) (kA)’ = kA’
(iii) (A + B)’ = A’ + B’
(iv) (AB)’ = B’A’
35. A Square Matrix is Symmetric if A’ = A
A Square Matrix is Skew Symmetric if A’ = -A
A + A’ is Symmetric
A – A’ is Skew Symmetric
Any Square Matrix can be expressed as the
sum of a symmetric and a skew symmetric
matrix
36. Interchanging any two rows or two columns.
ie. Ri ↔ Rj (or) Ci ↔ Cj
Multiplication of the elements of any row or column by a non-zero
number.
ie. Ri → k Rj (or) Ci → kCj
Addition to the elements of any row or column, the corresponding
elements of any other row or column multiplied by any non zero number.
ie. Ri → Ri + kRj (or) Ci →Ci + kCj
37. If A & B are Square Matrices such that
AB = BA = I
Then B is called inverse matrix of A
B = A-1
A is said to be invertible
If A and B are invertible matrices of the same
order then (AB)-1 = B-1A-1