Difference between revisions of "Linear Algebra (Book)"
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! colspan="3" | Chapter 6: THE CANONICAL FORM OF THE MATRIX OF A LINEAR OPERATOR | ! colspan="3" | Chapter 6: THE CANONICAL FORM OF THE MATRIX OF A LINEAR OPERATOR | ||
|- | |- | ||
| 1 || | | 6.1 || Canonical Form of the Matrix of a Nilpotent Operator || 133 | ||
|- | |- | ||
| 2 || | | 6.2 || Algebras. The Algebra of Polynomials || 136 | ||
|- | |- | ||
| 3 || | | 6.3 || Canonical Form of the Matrix of an Arbitrary Operator || 142 | ||
|- | |- | ||
| 4 || | | 6.4 || Elementary Divisors || 147 | ||
|- | |- | ||
| 5 || | | 6.5 || Further Implications || 153 | ||
|- | |- | ||
| 6 || | | 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 | ||
|- | |- | ||
! colspan="3" | | ! colspan="3" | 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 | ||
|- | |- | ||
| | ! colspan="3" | 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 | |||
|- | |- | ||
| | ! colspan="3" | 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 | |||
|- | |- | ||
! colspan="3" | Chapter | ! colspan="3" | Chapter 10: QUADRATIC FORMS IN EUCLIDEAN AND UNITARY SPACES | ||
|- | |- | ||
| 1 || | | 10.1 || Basic Theorem on Quadratic Forms in a Euclidean Space || 273 | ||
|- | |- | ||
| 2 || | | 10.2 || Extremal Properties of a Quadratic Form || 276 | ||
|- | |- | ||
| 3 || | | 10.3 || Simultaneous Reduction of Two Quadratic Forms || 283 | ||
|- | |- | ||
| 4 || | | 10.4 || Reduction of the General Equation of a Quadric Surface || 287 | ||
|- | |- | ||
| 5 || | | 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 | ||
|- | |- | ||
! colspan="3" | 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 || || | ||
|- | |- | ||
! colspan="3" | CATEGORIES OF FINITE-DIMENSIONAL SPACES | |||
|- | |- | ||
| | | A.1 || Introduction || 335 | ||
|- | |- | ||
| | | A.2 || The Case of Complete Algebras || 338 | ||
|- | |- | ||
! colspan="2" | | | 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 | |||
|- | |||
! colspan="2" | HINTS AND ANSWERS || 361 | |||
|- | |||
! colspan="2" | BIBLIOGRAPHY || 379 | |||
|- | |||
! colspan="2" | INDEX || 381 | |||
|- | |- | ||
|} | |} | ||
[[Category:Mathematics]] | [[Category:Mathematics]] |
Revision as of 16:48, 21 September 2021
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 |