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MAA Reviews

Linear Algebra Done Right

Sheldon Axler

Table of Contents

  • Preface to the Instructor
  • Preface to the Student
  • Acknowledgments
  • CHAPTER 1 Vector Spaces
    • Complex Numbers
    • Definition of Vector Space
    • Properties of Vector Spaces
    • Subspaces
    • Sums and Direct Sums
    • Exercises
  • CHAPTER 2 Finite-Dimensional Vector Spaces
    • Span and Linear Independence
    • Bases
    • Dimension
    • Exercises
  • CHAPTER 3 Linear Maps
    • Definitions and Examples
    • Null Spaces and Ranges
    • The Matrix of a Linear Map
    • Invertibility
    • Exercises
  • CHAPTER 4 Polynomials
    • Degree
    • Complex Coefficients
    • Real Coefficients
    • Exercises
  • CHAPTER 5 Eigenvalues and Eigenvectors
    • Invariant Subspaces
    • Polynomials Applied to Operators
    • Upper-Triangular Matrices
    • Diagonal Matrices
    • Invariant Subspaces on Real Vector Spaces
    • Exercises
  • CHAPTER 6 Inner-Product Spaces
    • Inner Products
    • Norms
    • Orthonormal Bases
    • Orthogonal Projections and Minimization Problems
    • Linear Functionals and Adjoints
    • Exercises
  • CHAPTER 7 Operators on Inner-Product Spaces
    • Self-Adjoint and Normal Operators
    • The Spectral Theorem
    • Normal Operators on Real Inner-Product Spaces
    • Positive Operators
    • Isometries
    • Polar and Singular-Value Decompositions
    • Exercises
  • CHAPTER 8 Operators on Complex Vector Spaces
    • Generalized Eigenvectors
    • The Characteristic Polynomial
    • Decomposition of an Operator
    • Square Roots
    • The Minimal Polynomial
    • Jordan Form
    • Exercises
  • CHAPTER 9 Operators on Real Vector Spaces
    • Eigenvalues of Square Matrices
    • Block Upper-Triangular Matrices
    • The Characteristic Polynomial
    • Exercises
  • CHAPTER 10 Trace and Determinant
    • Change of Basis
    • Trace
    • Determinant of an Operator
    • Determinant of a Matrix
    • Volume
  • Exercises
  • Symbol Index
  • Index

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