Linear Algebra
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Linear Algebra 41
Últimos notas y resúmenes Linear Algebra
Pre-requisite MAT2002 Applications of Differential and 
Difference Equations 
Syllabus Version 
1.1 
Course Objectives 
1. Understanding basic concepts of linear algebra to illustrate its power and utility through 
applications to computer science and Engineering. 
2. Apply the concepts of vector spaces, linear transformations, matrices and inner product 
spaces in engineering. 
3. Solve problems in cryptography, computer graphics and wavelet transforms 
Course Outcomes 
At the end of this cours...
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LINEAR ALGEBRA•LINEAR ALGEBRA
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APPLIED LINEAR ALGEBRA• Por THEEXCELLENCELIBRARY
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Pre-requisite MAT2002 Applications of Differential and 
Difference Equations 
Syllabus Version 
1.1 
Course Objectives 
1. Understanding basic concepts of linear algebra to illustrate its power and utility through 
applications to computer science and Engineering. 
2. Apply the concepts of vector spaces, linear transformations, matrices and inner product 
spaces in engineering. 
3. Solve problems in cryptography, computer graphics and wavelet transforms 
Course Outcomes 
At the end of this cours...
Table of Contents 
Preface vii 
1 Preliminaries 1 
1.1 Logic . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2 
1.1.1 Exercises . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2 
1.1.2 Answers for Exercises . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 4 
1.2 Set Theory . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 6 
1.2.1 Exercises . . . . . . . . . . . . . . . . . . . . . . . . . ...
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Table of Contents 
Preface vii 
1 Preliminaries 1 
1.1 Logic . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2 
1.1.1 Exercises . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2 
1.1.2 Answers for Exercises . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 4 
1.2 Set Theory . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 6 
1.2.1 Exercises . . . . . . . . . . . . . . . . . . . . . . . . . ...
1 Matrices, Vectors and Their Operations 1 
1.1 Basic definitions and notations 2 
1.2 Matrix addition and scalar-matrix multiplication 5 
1.3 Matrix multiplication 7 
1.4 Partitioned matrices 14 
1.4.1 2 2 partitioned matrices 14 
1.4.2 General partitioned matrices 16 
1.5 The “trace” of a square matrix 18 
1.6 Some special matrices 20 
1.6.1 Permutation matrices 20 
1.6.2 Triangular matrices 22 
1.6.3 Hessenberg matrices 24 
1.6.4 Sparse matrices 26 
1.6.5 Banded matrices 27 
1.7 Exercis...
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1 Matrices, Vectors and Their Operations 1 
1.1 Basic definitions and notations 2 
1.2 Matrix addition and scalar-matrix multiplication 5 
1.3 Matrix multiplication 7 
1.4 Partitioned matrices 14 
1.4.1 2 2 partitioned matrices 14 
1.4.2 General partitioned matrices 16 
1.5 The “trace” of a square matrix 18 
1.6 Some special matrices 20 
1.6.1 Permutation matrices 20 
1.6.2 Triangular matrices 22 
1.6.3 Hessenberg matrices 24 
1.6.4 Sparse matrices 26 
1.6.5 Banded matrices 27 
1.7 Exercis...
Linear Algebra Guide
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Linear Algebra•Linear Algebra
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Linear Algebra Guide
Linear Algebra
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Linear Algebra•Linear Algebra
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Linear Algebra
UESTION TWO (20 MARKS) 
a) Let T: → be defined by , = (x+y, y). Show that T is a linear transformation. 
 
Find f(A) when A 
 
QUESTION THREE (20 MARKS) 
a) If A and B are similar matrices show that they have the same determinant. (5 Marks) 2 1 0 0 0 2 0 0 (6 Marks) 0 0 1 1 
0 0 − b) Find the characteristics polynomial of the matrix A 2 4
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UESTION TWO (20 MARKS) 
a) Let T: → be defined by , = (x+y, y). Show that T is a linear transformation. 
 
Find f(A) when A 
 
QUESTION THREE (20 MARKS) 
a) If A and B are similar matrices show that they have the same determinant. (5 Marks) 2 1 0 0 0 2 0 0 (6 Marks) 0 0 1 1 
0 0 − b) Find the characteristics polynomial of the matrix A 2 4
University Examinations 2023/2024 LINEAR ALGEBRA I 
 
QUESTION ONE – (30 MAKS) 
 
a) Solve for the constants a, b and c if a 5i 
~ + 
~j b ~j+ k~ ck~ =8~i+3~j− k~ 
 
 
 (4 marks) b) Given that u = i+ 2 j+ k and v = j+ 3k , determine the cross product of u and v. ~ ~ ~ ~ ~ ~ ~ ~ ~ 
 (3 marks) 
c) Write the polynomial = +4 − 3 as a linear combination of...
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linear algebra•linear algebra
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University Examinations 2023/2024 LINEAR ALGEBRA I 
 
QUESTION ONE – (30 MAKS) 
 
a) Solve for the constants a, b and c if a 5i 
~ + 
~j b ~j+ k~ ck~ =8~i+3~j− k~ 
 
 
 (4 marks) b) Given that u = i+ 2 j+ k and v = j+ 3k , determine the cross product of u and v. ~ ~ ~ ~ ~ ~ ~ ~ ~ 
 (3 marks) 
c) Write the polynomial = +4 − 3 as a linear combination of...
Stepwise solution of Ex 2.8 from Calculus (Anton,Bivens,Davis)with diagram to explain the geometrical properties of the issue concerned.
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Linear Algebra•Linear Algebra
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Stepwise solution of Ex 2.8 from Calculus (Anton,Bivens,Davis)with diagram to explain the geometrical properties of the issue concerned.
Calculus 10 TH edition Ex 2.8 . Complete stepwise solutions from Question No 1 to Question No 47 with diagram to explain the geometrical properties. The main topic is: 
DIFFERENTIATING EQUATIONS TO RELATE RATES
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Linear Algebra•Linear Algebra
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Calculus 10 TH edition Ex 2.8 . Complete stepwise solutions from Question No 1 to Question No 47 with diagram to explain the geometrical properties. The main topic is: 
DIFFERENTIATING EQUATIONS TO RELATE RATES
Linear algebra is the branch of mathematics concerning linear equations such as: {displaystyle a_{1}x_{1}+cdots +a_{n}x_{n}=b, } linear maps such as: {displaystyle mapsto a_{1}x_{1}+cdots +a_{n}x_{n}, } and their representations in vector spaces and through matrices.
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linear algebra•linear algebra
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Linear algebra is the branch of mathematics concerning linear equations such as: {displaystyle a_{1}x_{1}+cdots +a_{n}x_{n}=b, } linear maps such as: {displaystyle mapsto a_{1}x_{1}+cdots +a_{n}x_{n}, } and their representations in vector spaces and through matrices.