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Symmetric Linear Systems | |
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Introduction | |
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Gaussian elimination | |
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Positive definite matrices | |
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Minimum principles | |
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Eigenvalues and dynamical systems | |
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A review of matrix theory | |
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Equilibrium Equations | |
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A framework for the applications | |
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Constraints and Lagrange multipliers | |
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Electrical networks | |
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Structures in equilibrium | |
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Least squares estimation and the Kalman filter | |
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Equilibrium in the Continuous Case | |
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One-dimensional problems | |
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Differential equations of equilibrium | |
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Laplace's equation and potential flow | |
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Vector calculus in three dimensions | |
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Equilibrium of fluids and solids | |
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Calculus of variations | |
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Analytical Methods | |
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Fourier series and orthogonal expansions | |
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Discrete Fourier series and convolution | |
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Fourier integrals | |
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Complex variables and conformal mapping | |
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Complex integration | |
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Numerical Methods | |
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Linear and nonlinear equations | |
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Orthogonalization and eigenvalue problems | |
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Semi-direct and iterative methods | |
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The finite element method | |
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The fast Fourier transform | |
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Initial-Value Problems | |
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Ordinary differential equations | |
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Stability and the phase plane and chaos | |
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The Laplace transform and the z-transform | |
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The heat equation vs. the wave equation | |
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Difference methods for initial-value problems | |
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Nonlinear conservation laws | |
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Network Flows and Combinatorics | |
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Spanning trees and shortest paths | |
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The marriage problem | |
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Matching algorithms | |
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Maximal flow in a network | |
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Optimization | |
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Introduction to linear programming | |
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The simplex method and Karmarkar's method | |
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Duality in linear programming | |
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Saddle points (minimax) and game theory | |
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Nonlinear optimization | |
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Software for scientific computing | |
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References and acknowledgements | |
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Solutions to selected exercises | |
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Index | |