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Linear Algebra with Applications, 4/e
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Linear Algebra with Applications 4e

Table of Contents

Chapter 1: Systems of Linear Equations
    1.1Solutions and Elementary Operations
1.2Gaussian Elimination
1.3Homogeneous Equations
1.4An Application to Network Flow
1.5An Application to Electrical Networks
1.6An Application to Chemical Reactions
Supplementary Exercises for Chapter 1
 
Chapter 2: Matrix Algebra
2.1Matrix Addition, Scalar Multiplication, and Transposition
2.2Matrix Multiplication
2.3Matrix Inverses
2.4Elementary Matrices
2.5LU-Factorization
2.6An Application to Input-Output Economic Models
2.7An Application to Markov Chains
Supplementary Exercises for Chapter 2
 
Chapter 3: Determinants and Diagonalization
3.1The Laplace Expansion
3.2Determinants and Matrix Inverses
3.3Diagonalization and Eigenvalues
3.4An Application to Polynomial Interpolation
3.5An Application to Linear Recurrences
3.6An Application to Population Growth
3.7Proof of the Laplace Expansion
Supplementary Exercises for Chapter 3
 
Chapter 4: Vector Geometry
4.1Vectors and Lines
4.2The Dot Product and Projections
4.3Planes and the Cross Product
4.4An Application to Least Squares Approximation
Supplementary Exercises for Chapter 4
 
Chapter 5: The Vector Space Rn
5.1Subspaces and Dimension
5.2Rank of a Matrix
5.3Similarity and Diagonalization
5.4Linear Transformations
Supplementary Exercises for Chapter 5
 
Chapter 6: Vector Spaces
6.1Examples and Basic Properties
6.2Subspaces and Spanning Sets
6.3Linear Independence and Dimension
6.4Existence of Bases
6.5An Application to Polynomials
6.6An Application to Differential Equations
Supplementary Exercises for Chapter 6
 
Chapter 7: Orthogonality
7.1Orthogonality in Rn
7.2Orthogonal Diagonalization
7.3Positive Definite Matrices
7.4QR-Factorization
7.5Computing Eigenvalues
7.6Complex Matrices
7.7An Application to Quadratic Forms
7.8An Application to Best Approximation and Least Squares
7.9An Application to Systems of Differential Equations
 
Chapter 8: Linear Transformations
8.1Examples and Elementary Properties
8.2Kernel and Image of a Linear Transformation
8.3Isomorphisms and Composition
8.4The Matrix of a Linear Transformation
8.5Change of Basis
8.6Invariant Subspaces and Direct Sums
8.7Block Triangular Form
8.8More on Linear Recurrences
 
Chapter 9: Inner Product Spaces
9.1Inner Products and Norms
9.2Orthogonal Sets of Vectors
9.3Orthogonal Diagonalization
9.4Isometries
9.5An Application to Fourier Approximation
 
Appendix A: Complex Numbers
Appendix B: Mathematical Induction