Linear Algebra (5TH)

Linear Algebra (5TH)

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  • 製本 Hardcover:ハードカバー版/ページ数 608 p.
  • 言語 ENG
  • 商品コード 9780134860244
  • DDC分類 512.5

Full Description

For courses in Advanced Linear Algebra. 



Illustrates the power of linear algebra through practical applications 

This acclaimed theorem-proof text presents a careful treatment of the principal topics of linear algebra. It emphasizes the symbiotic relationship between linear transformations and matrices, but states theorems in the more general infinite-dimensional case where appropriate. Applications to such areas as differential equations, economics, geometry, and physics appear throughout, and can be included at the instructor's discretion.  



0134860241 / 9780134860244 Linear Algebra, 5/e

Contents

* Sections denoted by an asterisk are optional.



Vector Spaces

1.1 Introduction
1.2 Vector Spaces
1.3 Subspaces
1.4 Linear Combinations and Systems of Linear Equations
1.5 Linear Dependence and Linear Independence
1.6 Bases and Dimension
1.7* Maximal Linearly Independent Subsets



Index of Definitions

Linear Transformations and Matrices

2.1 Linear Transformations, Null Spaces, and Ranges
2.2 The Matrix Representation of a Linear Transformation
2.3 Composition of Linear Transformations and Matrix Multiplication
2.4 Invertibility and Isomorphisms
2.5 The Change of Coordinate Matrix
2.6* Dual Spaces
2.7* Homogeneous Linear Differential Equations with Constant Coefficients



Index of Definitions

Elementary Matrix Operations and Systems of Linear Equations

3.1 Elementary Matrix Operations and Elementary Matrices
3.2 The Rank of a Matrix and Matrix Inverses
3.3 Systems of Linear Equations - Theoretical Aspects
3.4 Systems of Linear Equations - Computational Aspects



Index of Definitions

Determinants

4.1 Determinants of Order 2
4.2 Determinants of Order n
4.3 Properties of Determinants
4.4 Summary|Important Facts about Determinants
4.5* A Characterization of the Determinant



Index of Definitions

Diagonalization

5.1 Eigenvalues and Eigenvectors
5.2 Diagonalizability
5.3* Matrix Limits and Markov Chains
5.4 Invariant Subspaces and the Cayley-Hamilton Theorem



Index of Definitions

Inner Product Spaces

6.1 Inner Products and Norms
6.2 The Gram-Schmidt Orthogonalization Process and Orthogonal Complements
6.3 The Adjoint of a Linear Operator
6.4 Normal and Self-Adjoint Operators
6.5 Unitary and Orthogonal Operators and Their Matrices
6.6 Orthogonal Projections and the Spectral Theorem
6.7* The Singular Value Decomposition and the Pseudoinverse
6.8* Bilinear and Quadratic Forms
6.9* Einstein's Special Theory of Relativity
6.10* Conditioning and the Rayleigh Quotient
6.11* The Geometry of Orthogonal Operators



Index of Definitions

Canonical Forms

7.1 The Jordan Canonical Form I
7.2 The Jordan Canonical Form II
7.3 The Minimal Polynomial
7.4* The Rational Canonical Form



Index of Definitions

Appendices

A. Sets
B. Functions
C. Fields
D. Complex Numbers
E. Polynomials

Answers to Selected Exercises

Index

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