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Taylor Polynomials | |
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The Taylor Polynomial | |
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The Error in Taylor's Polynomials | |
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Infinite Series | |
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Polynomial Evaluation | |
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An Example Program | |
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Error and Computer Arithmetic | |
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Floating-Point Numbers | |
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Accuracy of Floating-Point Representation | |
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Rounding and Chopping | |
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Consequences for Programming of Floating-Point Arithmetic | |
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Errors: Definitions, Sources, and Examples | |
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Sources of Error | |
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Loss-of-Significance Errors | |
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Noise in Function Evaluation | |
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Underflow and Overflow Errors | |
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Propagation of Error | |
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Propagated Error in Function Evaluation | |
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Summation | |
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Rounding versus Chopping | |
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A Loop Error | |
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Calculation of Inner Products | |
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Rootfinding | |
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The Bisection Method | |
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Error Bounds | |
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Newton's Method | |
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Error Analysis | |
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Error Estimation | |
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Secant Method | |
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Error Analysis | |
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Comparison of Newton and Secant Methods | |
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The MATLAB Function | |
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Fixed Point Iteration | |
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Aitken Error Estimation and Extrapolation | |
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Higher-Order Iteration Formulas | |
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Ill-Behaving Rootfinding Problems | |
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Stability of Roots | |
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Interpolation and Approximation | |
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Polynomial Interpolation | |
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Linear Interpolation | |
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Quadratic Interpolation | |
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Higher-Degree Interpolation | |
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Divided Differences | |
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Properties of Divided Differences | |
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Newton's Divided Difference Interpolation | |
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Error in Polynomial Interpolation | |
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Another Error Formula | |
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Behavior of the Error | |
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Interpolation Using Spline Functions | |
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Spline Interpolation | |
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Construction of the Interpolating Natural Cubic Spline | |
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Other Interpolating Spline Functions | |
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The MATLAB Program spline | |
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The Best Approximation Problem | |
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Accuracy of the Minimax Approximation | |
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Chebyshev Polynomials | |
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The Triple Recursion Relation | |
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The Minimum Size Property | |
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A Near-Minimax Approximation Method | |
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Odd and Even Functions | |
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Least Squares Approximation | |
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Legendre Polynomials | |
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Solving for the Least Squares Approximation | |
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Generalizations of Least Squares Approximation | |
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Numerical Integration and Differentiation | |
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The Trapezoidal and Simpson Rules | |
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Simpson's Rule | |
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Error Formulas | |
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An Asymptotic Estimate of the Trapezoidal Error | |
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Error Formulas for Simpson's Rule | |
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Richardson Extrapolation | |
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Periodic Integrands | |
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Gaussian Numerical Integration | |
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Weighted Gaussian Quadrature | |
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Numerical Differentiation | |
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Differentiation Using Interpolation | |
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The Method of Undetermined Coefficients | |
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Effects of Error in Function Values | |
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Solution of Systems of Linear Equations | |
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Systems of Linear Equations | |
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Matrix Arithmetic | |
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Arithmetic Operations | |
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Elementary Row Operations | |
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The Matrix Inverse | |
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Matrix Algebra Rules | |
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Solvability Theory of Linear Systems | |
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Gaussian Elimination | |
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Partial Pivoting | |
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Calculation of Inverse Matrices | |
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Operations Count | |
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The LU Factorization | |
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Compact Variants of Gaussian Elimination | |
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Tridiagonal Systems | |
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Matlab Built-in Functions for Solving Linear Systems | |
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Error in solving Linear Systems | |
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The Residual Correction Method | |
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Stability in Solving Linear Systems | |
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Iteration Methods | |
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Jacobi Method and Gauss-Seidel Method | |
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General Schema | |
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The Residual Correction Method | |
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Numerical Linear Algebra: Advanced Topics | |
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Least Squares Data Fitting | |
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The Linear Least Squares Approximation | |
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Polynomial Least Squares Approximation | |
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The Eigenvalue Problem | |
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The Characteristic Polynomial | |
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Eigenvalues for Symmetric Matrices | |
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The Nonsymmetric Eigenvalue Problem | |
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The Power Method | |
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Convergence of the Power Method | |
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Matlab Eigenvalue Calculations | |
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Nonlinear Systems | |
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Newton's Method | |
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The General Newton Method | |
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A Modified Newton's Method | |
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Ordinary Differential Equations | |
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Theory of Differential Equations: An Introduction | |
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General Solvability Theory | |
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Stability of the Initial Value Problem | |
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Direction Fields | |
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Euler's Method | |
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Convergence Analysis of Euler's Method | |
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Asymptotic Error Analysis | |
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Richardson Extrapolation | |
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Numerical Stability, Implicit Methods | |
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The Backward Euler Method | |
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The Trapezoidal Method | |
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Taylor and Runge-Kutta Methods | |
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Runge-Kutta Methods | |
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Error Prediction and Control | |
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Matlab Built-in Functions | |
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Multistep Methods | |
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Systems of Differential Equations | |
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Higher-Order Differential Equations | |
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Numerical Methods for Systems | |
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Finite Difference Method for Two-Point Boundary Value Problems | |
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Finite Difference Method for PDEs | |
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The Poisson Equation | |
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One-Dimensional Heat Equation | |
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Semidiscretization | |
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Explicit Full Discretization | |
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Implicit Full Discretization | |
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One-Dimensional Wave Equation | |
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Mean Value Theorems | |
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Mathematical Formulas | |
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Algebra | |
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Geometry | |
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Trigonometry | |
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Calculus | |
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Numerical Analysis Software Packages | |
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Commercial Packages | |
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Public Domain Packages | |
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Interactive Numerical Computation Environments | |
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Symbolic Computation Environments | |
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Literature of Mathematical Software | |
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Matlab: An Introduction | |
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The Binary Number System | |
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Conversion from Decimal to Binary | |
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Hexadecimal Numbers | |
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Answers to Selected Problems | |
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Bibliography | |
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Index | |