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Linear Equations and Matrices | |
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Linear Systems | |
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Matrices | |
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Dot Product and Matrix Multiplication | |
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Properties of Matrix Operations | |
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Matrix Transformations | |
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Solutions of Linear Systems of Equations | |
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The Inverse of a Matrix | |
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LU-Factorization (Optional) | |
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Applications of Linear Equations and Matrices (Optional) | |
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An Introduction to Coding | |
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Computer Graphics | |
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Graph Theory | |
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Electrical Circuits | |
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Markov Chains | |
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Linear Economic Models | |
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Introduction to Wavelets | |
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Determinants | |
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Definition and Properties | |
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Cofactor Expansion and Applications | |
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Determinants from a Computational Point of View | |
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Vectors inRn | |
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Vectors in the Plane | |
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n-Vectors | |
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Linear Transformations | |
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Applications of Vectors inR2andR3(Optional) | |
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Cross Products inR3 | |
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Lines and Planes | |
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Real Vector Spaces | |
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Real Vector Spaces | |
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Subspaces | |
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Linear Independence | |
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Basis and Dimension | |
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Homogeneous Systems | |
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The Rank of a Matrix and Applications | |
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Coordinates and Change of Basis | |
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Orthonormal Bases inRn | |
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Orthogonal Complements | |
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Applications of Real Vector Spaces (Optional) | |
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QR-Factorization | |
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Least Square Lines | |
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More on Coding | |
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Eigenvalues, Eigenvectors, and Diagonalization | |
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Eigenvalues and Eigenvectors | |
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Diagonalization and Similar Matrices | |
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Diagonalization of Symmetric Matrices | |
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Applications of Eigenvalues and Eigenvectors (Optional) | |
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The Fibonacci Sequence | |
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Differential Equations (Calculus Required) | |
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Dynamical Systems (Calculus Required) | |
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Quadratic Forms | |
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Conic Sections | |
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Quadric Surfaces | |
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Linear Transformations and Matrices | |
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Definition and Examples | |
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The Kernel and Range of a Linear Transformation | |
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The Matrix of a Linear Transformation | |
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Introduction to Fractals (Optional) | |
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Cumulative Review of Introductory Linear Algebra | |
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Linear Programming (Optional) | |
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The Linear Programming Problem; Geometric Solution | |
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The Simplex Method | |
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Duality | |
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The Theory of Games | |
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MATLAB for Linear Algebra | |
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Input and Output in MATLAB | |
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Matrix Operations in MATLAB | |
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Matrix Powers and Some Special Matrices | |
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Elementary Row Operations in MATLAB | |
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Matrix Inverses in MATLAB | |
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Vectors in MATLAB | |
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Applications of Linear Combinations in MATLAB | |
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Linear Transformations in MATLAB | |
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MATLAB Command Summary | |
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Complex Numbers | |
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Complex Numbers | |
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Complex Numbers in Linear Algebra | |
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Further Directions | |
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Inner Product Spaces (Calculus Required) | |
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Composite and Invertible Linear Transformations | |
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Answers to Odd-Numbered Exercises and Chapter Tests | |
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Index | |