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| Introduction to Vectors | |
| Vectors and linear combinations | |
| Lengths and dot products | |
| Matrices | |
| Solving Linear Equations | |
| Vectors and linear equations | |
| The idea of elimination | |
| Elimination using matrices | |
| Rules for matrix operations | |
| Inverse matrices | |
| Elimination = factorization: A = LU... MORE | |
| Transposes and permutations | |
| Vector Spaces and Subspaces | |
| Spaces of vectors | |
| The nullspace of A: solving Ax = 0 | |
| The rank and the row reduced form | |
| The complete solution to Ax = b | |
| Independence, basis and dimension | |
| Dimensions of the four subspaces | |
| Orthogonality | |
| Orthogonality of the four subspaces | |
| Projections | |
| Least squares approximations | |
| Orthogonal bases and Gram-Schmidt | |
| Determinants | |
| The properties of determinants | |
| Permutations and cofactors | |
| Cramer's rule, inverses, and Volumes | |
| Eigenvalues and Eigenvectors | |
| Introduction to eigenvalues | |
| Diagonalizing a matrix | |
| Applications to differential equations | |
| Symmetric matrices | |
| Positive definite matrices | |
| Similar matrices | |
| Singular value decomposition (SVD) | |
| Linear Transformations | |
| The idea of a linear transformation | |
| The matrix of a linear transformation | |
| Diagonalization and the pseudoinverse | |
| Applications | |
| Matrices in engineering | |
| Graphs and networks | |
| Markov matrices, population, and economics | |
| Linear programming | |
| Fourier series: linear algebra for functions | |
| Linear algebra for statistics and probability | |
| Computer graphics | |
| Numerical Linear Algebra | |
| Gaussian elimination in practice | |
| Norms and condition numbers | |
| Iterative methods for linear algebra | |
| Complex Vectors and Matrices | |
| Complex numbers | |
| Hermitian and unitary matrices | |
| The fast Fourier transform | |
| Solutions to selected exercises | |
| Matrix factorizations | |
| Conceptual questions for review | |
| Glossary: a dictionary for linear algebra | |
| Index | |
| Teaching codes | |
| Table of Contents provided by Publisher. All Rights Reserved. |