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Foundations | |
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Sample Problems and Numerical Methods | |
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Some Basic Issues | |
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Algorithms and Computer Programs | |
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Solving Equations of One Variable | |
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Bisection Method | |
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Regular Falsi and Secant Methods | |
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Newton's Method | |
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Muller's Method | |
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Methods of Modern Computing | |
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Solving Systems of Linear Equations | |
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Direct Methods | |
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Gaussian Elimination | |
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Gaussian Elimination with Row Pivoting | |
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Gaussian Elimination for Tridiagonal Systems | |
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Methods of Modern Computing | |
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LU and QR Factorization | |
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LU Factorization from Gaussian Elimination | |
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Direct LU Factorization | |
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Applications of LU Factorization | |
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Householder and Givens Transformations | |
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QR Factorization | |
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Methods of Modern Computing | |
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Eigenvalues and Eigenvectors | |
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Power Method | |
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Inverse Power Method | |
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QR Method | |
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Methods of Modern Computing | |
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Solving Systems of Linear Equations | |
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Iterative Methods | |
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Jacobi Method | |
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Gauss-Seidel Method | |
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Successive Over Relaxation | |
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Methods of Modern Computing | |
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Nonlinear Functions of Several Variables | |
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Newton's Method for Systems of Equations | |
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Fixed-Point Iteration for Nonlinear Systems | |
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Minimum of a Nonlinear Function of Several Variables | |
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Methods of Modern Computing | |
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Interpolation | |
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Polynomial Interpolation | |
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Hermite Interpolation | |
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Rational-Function Interpolation | |
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Spline Interpolation | |
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Methods of Modern Computing | |
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Function Approximation | |
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Least-Squares Approximation | |
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Continuous Least-Squares Approximation | |
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Function Approximation at a Point | |
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Methods of Modern Computing | |
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Fourier Methods | |
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Fourier Approximation and Interpolation | |
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Radix-2 Fast Fourier Transforms | |
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General Fast Fourier Transforms | |
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Methods of Modern Computing | |
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Numerical Differentiation and Integration | |
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Differentiation | |
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Basic Numerical Integration | |
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Better Numerical Integration | |
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Gaussian Quadrature | |
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Methods of Modern Computing | |
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Ordinary Differential Equations | |
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Initial-Value Problems | |
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Taylor Methods | |
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Runge-Kutta Methods | |
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Multistep Methods | |
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Stability | |
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Methods of Modern Computing | |
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Ordinary Differential Equations | |
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Higher-Order Equations and First-Order Systems | |
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Higher-Order ODEs | |
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Systems of Two First-Order ODE | |
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Systems of First-Order ODE | |
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Stiff ODE and Ill-conditioned Problems | |
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Methods of Modern Computing | |
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Ordinary Differential Equations | |
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Boundary-Value Problems | |
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Shooting Method for Linear BVP | |
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Shooting Method Nonlinear BVP | |
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Finite-Difference Method for Linear BVP | |
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Finite-Difference Method for Nonlinear BVP | |
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Methods of Modern Computing | |
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Partial Differential Equations | |
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Classification of PDE | |
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Heat equation | |
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Parabolic PDE | |
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Wave equation | |
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Hyperbolic PDE | |
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Poisson Equation - Elliptic PDE | |
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Finite Element Method for an Elliptic PDE | |
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Methods of Modern Computing | |