Linear Algebra (Book)
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Linear Algebra | |
Information | |
---|---|
Author | Georgi Shilov |
Language | English |
Publisher | Dover Publications |
Publication Date | 1 June 1977 |
Pages | 400 |
ISBN-10 | 048663518X |
ISBN-13 | 978-0486635187 |
The textbook Linear Algebra by Georgi Shilov provides a thorough introduction to linear algebra.
Table of Contents
Chapter/Section # | Title | Page # |
---|---|---|
Chapter 1: DETERMINANTS | ||
1.1 | Number Fields | 1 |
1.2 | Problems of the Theory of Systems of Linear Equations | 3 |
1.3 | Determinants of Order \(n\) | 5 |
1.4 | Properties of Determinants | 8 |
1.5 | Cofactors and Minors | 12 |
1.6 | Practical Evaluation of Determinants | 16 |
1.7 | Cramer's Rule | 18 |
1.8 | Minors of Arbitrary Order. Laplace's Theorem | 20 |
1.9 | Multiplicative inverses | 23 |
Problems | 28 | |
Chapter 2: LINEAR SPACES | ||
2.1 | Definitions | 31 |
2.2 | Linear Dependence | 36 |
2.3 | Bases, Components, Dimension | 38 |
2.4 | Subspaces | 42 |
2.5 | Linear Manifolds | 49 |
2.6 | Hyperplanes | 51 |
2.7 | Morphisms of Linear Spaces | 53 |
Problems | 56 | |
Chapter 3: SYSTEMS OF LINEAR EQUATIONS | ||
3.1 | More on the Rank of a Matrix | 58 |
3.2 | Nontrivial Compatibility of a Homogeneous Linear System | 60 |
3.3 | The Compatibility Condition for a General Linear System | 61 |
3.4 | The General Solution of a Linear System | 63 |
3.4 | Geometric Properties of the Solution Space | 65 |
3.4 | Methods for Calculating the Rank of a Matrix | 67 |
Problems | 71 | |
Chapter 4: LINEAR FUNCTIONS OF A VECTOR ARGUMENT | ||
4.1 | Linear Forms | 75 |
4.2 | Linear Operators | 77 |
4.3 | Sums and Products of Linear Operators | 82 |
4.4 | Corresponding Operations on Matrices | 84 |
4.5 | Further Properties of Matrix Multiplication | 88 |
4.6 | The Range and Null Space of a Linear Operator | 93 |
4.7 | Linear Operators Mapping a Space \(K_n\) into Itself | 98 |
4.8 | Invariant Subspaces | 106 |
4.9 | Eigenvectors and Eigenvalues | 108 |
Problems | 113 | |
Chapter 5: COORDINATE TRANSFORMATIONS | ||
5.1 | Transformation to a New Basis | 118 |
5.2 | Consecutive Transformations | 120 |
5.3 | Transformation of the Components of a Vector | 121 |
5.4 | Transformation of the Coefficients of a Linear Form | 123 |
5.5 | Transformation of the Matrix of a Linear Operator | 124 |
*5.6 | Tensors | 126 |
Problems | 131 | |
Chapter 6: THE CANONICAL FORM OF THE MATRIX OF A LINEAR OPERATOR | ||
6.1 | Canonical Form of the Matrix of a Nilpotent Operator | 133 |
6.2 | Algebras. The Algebra of Polynomials | 136 |
6.3 | Canonical Form of the Matrix of an Arbitrary Operator | 142 |
6.4 | Elementary Divisors | 147 |
6.5 | Further Implications | 153 |
6.6 | The Real Jordan Canonical Form | 155 |
6.7 | Spectra, Jets and Polynomials | 160 |
6.8 | Operator Functions and Their Matrices | 169 |
Problems | 176 | |
Chapter 7: BILINEAR AND QUADRATIC FORMS | ||
7.1 | Bilinear Forms | 179 |
7.2 | Quadratic Forms | 183 |
7.3 | Reduction of a Quadratic Form to Canonical Form | 183 |
7.4 | The Canonical Basis of a Bilinear Form | 183 |
7.5 | Construction of a Canonical Basis by Jacobi's Method | 183 |
7.6 | Adjoint Linear Operators | 183 |
7.7 | Isomorphism of Spaces Equipped with a Bilinear Form | 183 |
*7.8 | Multilinear Forms | 183 |
7.9 | Bilinear and Quadratic Forms in a Real Space | 183 |
Problems | 210 | |
Chapter 8: EUCLIDEAN SPACES | ||
8.1 | Introduction | 214 |
8.2 | Definition of a Euclidean Space | 215 |
8.3 | Basic Metric Concepts | 216 |
8.4 | Orthogonal Bases | 222 |
8.5 | Perpendiculars | 223 |
8.6 | The Orthogonalization Theorem | 226 |
8.7 | The Gram Determinant | 230 |
8.8 | Incompatible Systems and the Method of Least Squares | 234 |
8.9 | Adjoint Operators and Isometry | 237 |
Problems | 241 | |
Chapter 9: UNITARY SPACES | ||
9.1 | Hermitian Forms | 247 |
9.2 | The Scalar Product in a Complex Space | 254 |
9.3 | Normal Operators | 259 |
9.4 | Applications to Operator Theory in Euclidean Space | 263 |
Problems | 271 | |
Chapter 10: QUADRATIC FORMS IN EUCLIDEAN AND UNITARY SPACES | ||
10.1 | Basic Theorem on Quadratic Forms in a Euclidean Space | 273 |
10.2 | Extremal Properties of a Quadratic Form | 276 |
10.3 | Simultaneous Reduction of Two Quadratic Forms | 283 |
10.4 | Reduction of the General Equation of a Quadric Surface | 287 |
10.5 | Geometric Properties of a Quadric Surface | 289 |
*10.6 | Analysis of a Quadric Surface from Its General Equation | 300 |
10.7 | Hermitian Quadratic Forms | 308 |
Problems | 310 | |
Chapter 11: FINITE-DIMENSIONAL ALGEBRAS AND THEIR REPRESENTATIONS | ||
11.1 | More on Algebras | 312 |
11.2 | Representations of Abstract Algebras | 313 |
11.3 | Irreducible Representations and Schur's Lemma | 314 |
11.4 | Basic Types of Finite-Dimensional Algebras | 315 |
11.5 | The Left Regular Representation of a Simple Algebra | 318 |
11.6 | Structure of Simple Algebras | 320 |
11.7 | Structure of Semisimple Algebras | 323 |
11.8 | Representations of Simple and Semisimple Algebras | 327 |
11.9 | Some Further Results | 331 |
Problems | 332 | |
*Appendix | ||
CATEGORIES OF FINITE-DIMENSIONAL SPACES | ||
A.1 | Introduction | 335 |
A.2 | The Case of Complete Algebras | 338 |
A.3 | The Case of One-Dimensional Algebras | 340 |
A.4 | The Case of Simple Algebras | 345 |
A.5 | The Case of Complete Algebras of Diagonal Matrices | 353 |
A.6 | Categories and Direct Sums | 357 |
HINTS AND ANSWERS | 361 | |
BIBLIOGRAPHY | 379 | |
INDEX | 381 |