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A Sampler of Useful Computational Tools for Applied Geometry,
Computer Graphics, and Image Processing shows how to use a
collection of mathematical techniques to solve important problems
in applied mathematics and computer science areas. The book
discusses fundamental tools in analytical geometry and linear
algebra. It covers a wide range of topics, from matrix
decomposition to curvature analysis and principal component
analysis to dimensionality reduction. Written by a team of highly
respected professors, the book can be used in a one-semester,
intermediate-level course in computer science. It takes a practical
problem-solving approach, avoiding detailed proofs and analysis.
Suitable for readers without a deep academic background in
mathematics, the text explains how to solve non-trivial geometric
problems. It quickly gets readers up to speed on a variety of tools
employed in visual computing and applied geometry.
The text presents and discusses some of the most influential papers
in Matrix Computation authored by Gene H. Golub, one of the
founding fathers of the field. The collection of 21 papers is
divided into five main areas: iterative methods for linear systems,
solution of least squares problems, matrix factorizations and
applications, orthogonal polynomials and quadrature, and eigenvalue
problems and commentaries for each area are provided by leading
experts: Anne Greenbaum, Ake Bjorck, Nicholas Higham, Walter
Gautschi, and G. W. (Pete) Stewart. Comments on each paper are also
provided by the original authors, providing the reader with
historical information on how the paper came to be written and
under what circumstances the collaboration was undertaken.
Including a brief biography and facsimiles of the original papers,
this text will be of great interest to students and researchers in
numerical analysis and scientific computation.
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