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Visual Linear Algebra

Visual Linear Algebra (Hardcover)

Eugene A. Herman, Michael D. Pepe (지은이)
John Wiley & Sons Inc
446,590원

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Visual Linear Algebra
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책 정보

· 제목 : Visual Linear Algebra (Hardcover) 
· 분류 : 외국도서 > 과학/수학/생태 > 수학 > 대수학 > 선형대수학
· ISBN : 9780471682998
· 쪽수 : 550쪽
· 출판일 : 2005-03-01

목차

Chapter 1 Systems of Linear Equations 1

1.1 Solving Linear Systems 2

1.2 Geometric Perspectives on Linear Systems 18

1.3A Solving Linear Systems Using Maple 26

1.3B Solving Linear Systems Using Mathematics 36

1.4 Curve Fitting and Temperature Distribution-Application 45

Chapter 2 Vectors 56

2.1 Geometry of Vectors 57

2.2 Linear Combinations of Vectors 71

2.3 Decomposing the Solution of a Linear System 84

2.4 Linear Independence of Vectors 92

2.5 Theory of Vector Concepts 106

Chapter 3 Matrix Algebra 113

3.1 Product of a Matrix and a Vector 114

3.2 Matrix Multiplication 125

3.3 Rules of Matrix Algebra 140

3.4 Markov Chains-Application 147

3.5 Inverse of a Matrix 161

3.6 Theory of Matrix Inverses 175

3.7 Cryptology-Application 180

Chapter 4 Linear Transformations 193

4.1 Introduction to Matrix Transformations 194

4.2 Geometry of Matrix Transformations of the Plane 198

4.3 Geometry of Matrix Transformations of 3-Space 220

4.4 Linear Transformations 232

4.5 Computer Graphics-Applications 237

Chapter 5 Vector Spaces 255

5.1 Subspaces of Rᴺ 256

5.2 Basis and Dimension 262

5.3 Theory of Basis and Dimension 272

5.4 Subspaces Associated with a Matrix 275

5.5 Theory of Subspaces Associated with a Matrix 285

5.6 Loops and Spanning Trees-Application 289

5.7 Abstract Vector Spaces 297

Chapter 6 Determinants 306

6.1 Determinants and Cofactors 307

6.2 Properties of Determinants 311

6.3 Theory of Determination 322

Chapter 7 Eigenvalues and Eigenvectors 328

7.1 Introduction to Eigenvalues and Eigenvectors 329

7.2 The Characteristics Polynomial 343

7.3 Discrete Dynamical Systems-Application 356

7.4 Diagonalization and Similar Matrices 373

7.5 Theory of Eigenvalues and Eigenvectors 389

7.6 Systems of Linear Differential Equations-Application 395

7.7 Complex Numbers and Complex Vectors 407

7.8 Complex Eigenvalue and Eigenvectors 411

Chapter 8 Orthogonality 431

8.1 Dot Product and Orthogonal Vectors 432

8.2 Orthogonal Projections in R² and R³ 437

8.3 Orthogonal Projections and Orthogonal Bases in Rᴺ 447

8.4 Theory of Orthogonality 456

8.5 Least-Squares Solution-Application 463

8.6 Weighted Least-Squares and Inner Products on Rᴺ 475

8.7 Approximation of Functions and Integral Inner Products 483

8.8 Inner Product Spaces 496

Appendix A Glossary of Linear Algebra Definitions 503

Appendix B Linear Algebra Theorems 510

Appendix C Advice for Using Maple with Visual Linear Algebra 519

Appendix D Commands Used in Maple Tutorials 521

Appendix E Advice for Using Mathematica with Visual Linear Algebra 527

Appendix F Commands Used in Mathematica Tutorials 530

Appendix G Answers and Hints for Selected Pencil and Paper Problems 537

Index 545

저자소개

Eugene A. Herman (지은이)    정보 더보기
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Michael D. Pepe (지은이)    정보 더보기
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