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Numerical Methods: Design, Analysis, and Computer Implementation of Algorithms

✍ Scribed by Anne Greenbaum, Timothy P. Chartier


Publisher
Princeton University Press
Year
2012
Tongue
English
Leaves
471
Category
Library

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✦ Synopsis


Numerical Methods provides a clear and concise exploration of standard numerical analysis topics, as well as nontraditional ones, including mathematical modeling, Monte Carlo methods, Markov chains, and fractals. Filled with appealing examples that will motivate students, the textbook considers modern application areas, such as information retrieval and animation, and classical topics from physics and engineering. Exercises use MATLAB and promote understanding of computational results.

The book gives instructors the flexibility to emphasize different aspects―design, analysis, or computer implementation―of numerical algorithms, depending on the background and interests of students. Designed for upper-division undergraduates in mathematics or computer science classes, the textbook assumes that students have prior knowledge of linear algebra and calculus, although these topics are reviewed in the text. Short discussions of the history of numerical methods are interspersed throughout the chapters. The book also includes polynomial interpolation at Chebyshev points, use of the MATLAB package Chebfun, and a section on the fast Fourier transform. Supplementary materials are available online.

✦ Table of Contents


Dedication
Contents
Preface
1 MATHEMATICAL MODELING
2 BASIC OPERATIONS WITH MATLAB
3 MONTE CARLO METHODS
4 SOLUTION OF A SINGLE NONLINEAR EQUATION IN ONE UNKNOWN
5 FLOATING-POINT ARITHMETIC
6 CONDITIONING OF PROBLEMS; STABILITY OF ALGORITHMS
7 DIRECT METHODS FOR SOLVING LINEAR SYSTEMS AND LEAST SQUARES PROBLEMS
8 POLYNOMIAL AND PIECEWISE POLYNOMIAL INTERPOLATION
9 NUMERICAL DIFFERENTIATION AND RICHARDSON EXTRAPOLATION
10 NUMERICAL INTEGRATION
11 NUMERICAL SOLUTION OF THE INITIAL VALUE PROBLEM FOR ORDINARY DIFFERENTIAL EQUATIONS
12 MORE NUMERICAL LINEAR ALGEBRA: EIGENVALUES AND ITERATIVE METHODS FOR SOLVING LINEAR SYSTEMS
13 NUMERICAL SOLUTION OF TWO-POINT BOUNDARY VALUE PROBLEMS
14 NUMERICAL SOLUTION OF PARTIAL DIFFERENTIAL EQUATIONS
APPENDIX A: REVIEW OF LINEAR ALGEBRA
APPENDIX B: TAYLOR’S THEOREM IN MULTIDIMENSIONS
References
Index


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