Contents
Chapter 1. Linear Equations
1.1. Fields
1.2. Systems of Linear Equations
1.3. Matrices and Elementary Row Operations
1.4. Row-Reduced Echelon Matrices
1.5. Matrix Multiplication
1.6. Invertible Matrices
Chapter 2. Vector Spaces
2.1. Vector Spaces
2.2. Subspaces
2.3. Bases and Dimension
2.4. Coordinates
2.5. Summary of Row-Equivalence
2.6. Computations Concerning Subspaces
Chapter 3. Linear Transformations
67
3.1. Linear Transformations
67
3.2. The Algebra of Linear Transformations
74
3.3. Isomorphism
84
3.4. Representation of Transformations by Matrices
86
3.5. Linear Functionals
97
3.6. The Double Dual
107
3.7. The Transpose of a Linear Transformation
Chapter 4. Polynomials
4.1. Algebras
4.2. The Algebra of Polynomials
4.3. Lagrange Interpolation
4.4. Polynomial Ideals
4.5. The Prime Factorization of a Polynomial
Chapter 5. Determinants 140
5.1. Commutative Rings 140
5.2. Determinant Functions 141
5.3. Permutations and the Uniqueness of Determinants 150
5.4. Additional Properties of Determinants 156
5.5. Modules 164
5.6. Multilinear Functions 166
5.7. The Grassman Ring 173
Chapter 6. Elementary Canonical Forms
6.1. Introduction
6.2. Characteristic Values
6.3. Annihilating Polynomials
6.4. Invariant Subspaces
6.5. Simultaneous Triangulation; Simultaneous
Diagonalization
6.6. Direct-Sum Decompositions
6.7. Invariant Direct Sums
6.8. The Primary Decomposition Theorem
Chapter 7. The Rational and Jordan Forms 227
7.1. Cyclic Subspaces and Annihilators 227
7.2. Cyclic Decompositions and the Rational Form 231
7.3. The Jordan Form 244
7.4. Computation of Invariant Factors 251
7.5. Summary; Semi-Simple Operators 262
Chapter 8. Inner Product Spaces
8.1. Inner Products
8.2. Inner Product Spaces
8.3. Linear Functionals and Adjoints
8.4. Unitary Operators
8.5. Normal Operators
Chapter 9. Operators on Inner Product Spaces
9.1. Introduction
9.2. Forms on Inner Product Spaces
9.3. Positive Forms
9.4. More on Forms
9.5. Spectral Theory
9.6. Further Properties of Normal Operators
Chapter 10. Bilinear Forms 359
10. I. Bilinear Forms 359
10.2. Symmetric Bilinear Forms 367
10.3. Skew-Symmetric Bilinear Forms 375
10.4 Groups Preserving Bilinear Forms 379
Appendix
A.1. Sets
A.2. Functions
A.3. Equivalence Relations
A.4. Quotient Spaces
A.5. Equivalence Relations in Linear Algebra
A.6. The Axiom of Choice
Bibliography 400
Index
Other Core of CS Books
Linear algebra - Wikipedia, the free encyclopedia
Pauls Online Notes : Linear Algebra
Instructor’s Solutions Manual Elementary Linear Algebra with Applications
Instructor's Manual for Elementary Linear Algebra - Grossman, Stanley I
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