Linear Algebra A Geometric Approach

by ;
Edition: 1st
Format: Hardcover
Pub. Date: 2001-08-24
Publisher(s): W. H. Freeman
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Summary

Introducing students to a subject that lies at the foundations of modern mathematics, physics, statistics, and many other disciplines,Linear Algebra: A Geometric Approachappeals to science and engineering students as well as mathematics students making the transition to more abstract advanced courses. One of the goals of this text is to help students learn to think about mathematical concepts and to write rigorous mathematical arguments. The authors do not presuppose any exposure to vectors or vector algebra, and only a passing acquaintance with the derivative and integral is required for certain (optional) topics.

Table of Contents

Preface vii
Foreword to the Instructor xiii
Foreword to the Student xvii
Vectors and Matrices
1(94)
Vectors
2(19)
Dot Product
21(12)
Hyperplanes in Rn
33(10)
Systems of Linear Equations and Gaussian Elimination
43(19)
The Theory of Linear Systems
62(14)
Some Applications
76(19)
Matrix Algebra
95(43)
Matrix Operations
95(23)
Inverse Matrices
118(13)
The Transpose
131(7)
Vector Spaces
138(79)
Subspaces of Rn
138(18)
Linear Independence
156(11)
Basis and Dimension
167(10)
The Four Fundamental Subspaces
177(14)
A Graphic Example
191(7)
Abstract Vector Spaces
198(19)
Projections and Linear Transformations
217(56)
Inconsistent Systems and Projection
217(12)
Orthogonal Bases
229(11)
Linear Transformations
240(16)
Change of Basis
256(17)
Determinants
273(30)
Signed Area in R2
273(6)
Determinants
279(11)
Cofactors and Cramer's Rule
290(13)
Eigenvalues and Eigenvectors
303(48)
The Characteristic Polynomial
304(11)
Diagonalizability
315(8)
Applications
323(12)
The Spectral Theorem
335(16)
Further Topics
351(66)
Complex Eigenvalues and Jordan Canonical Form
351(19)
Computer Graphics and Geometry
370(23)
Matrix Exponentials and Differential Equations
393(24)
For Further Reading 417(2)
Answers to Selected Exercises 419(16)
Index 435

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