Direct Methods for Sparse Linear Systems
Title | Direct Methods for Sparse Linear Systems PDF eBook |
Author | Timothy A. Davis |
Publisher | SIAM |
Pages | 228 |
Release | 2006-09-01 |
Genre | Computers |
ISBN | 0898716136 |
The sparse backslash book. Everything you wanted to know but never dared to ask about modern direct linear solvers. Chen Greif, Assistant Professor, Department of Computer Science, University of British Columbia.Overall, the book is magnificent. It fills a long-felt need for an accessible textbook on modern sparse direct methods. Its choice of scope is excellent John Gilbert, Professor, Department of Computer Science, University of California, Santa Barbara.Computational scientists often encounter problems requiring the solution of sparse systems of linear equations. Attacking these problems efficiently requires an in-depth knowledge of the underlying theory, algorithms, and data structures found in sparse matrix software libraries. Here, Davis presents the fundamentals of sparse matrix algorithms to provide the requisite background. The book includes CSparse, a concise downloadable sparse matrix package that illustrates the algorithms and theorems presented in the book and equips readers with the tools necessary to understand larger and more complex software packages.With a strong emphasis on MATLAB and the C programming language, Direct Methods for Sparse Linear Systems equips readers with the working knowledge required to use sparse solver packages and write code to interface applications to those packages. The book also explains how MATLAB performs its sparse matrix computations.Audience This invaluable book is essential to computational scientists and software developers who want to understand the theory and algorithms behind modern techniques used to solve large sparse linear systems. The book also serves as an excellent practical resource for students with an interest in combinatorial scientific computing.Preface; Chapter 1: Introduction; Chapter 2: Basic algorithms; Chapter 3: Solving triangular systems; Chapter 4: Cholesky factorization; Chapter 5: Orthogonal methods; Chapter 6: LU factorization; Chapter 7: Fill-reducing orderings; Chapter 8: Solving sparse linear systems; Chapter 9: CSparse; Chapter 10: Sparse matrices in MATLAB; Appendix: Basics of the C programming language; Bibliography; Index.
Direct Methods for Sparse Matrices
Title | Direct Methods for Sparse Matrices PDF eBook |
Author | I. S. Duff |
Publisher | Oxford University Press |
Pages | 539 |
Release | 2017-02-10 |
Genre | Mathematics |
ISBN | 0192507516 |
The subject of sparse matrices has its root in such diverse fields as management science, power systems analysis, surveying, circuit theory, and structural analysis. Efficient use of sparsity is a key to solving large problems in many fields. This second edition is a complete rewrite of the first edition published 30 years ago. Much has changed since that time. Problems have grown greatly in size and complexity; nearly all examples in the first edition were of order less than 5,000 in the first edition, and are often more than a million in the second edition. Computer architectures are now much more complex, requiring new ways of adapting algorithms to parallel environments with memory hierarchies. Because the area is such an important one to all of computational science and engineering, a huge amount of research has been done in the last 30 years, some of it by the authors themselves. This new research is integrated into the text with a clear explanation of the underlying mathematics and algorithms. New research that is described includes new techniques for scaling and error control, new orderings, new combinatorial techniques for partitioning both symmetric and unsymmetric problems, and a detailed description of the multifrontal approach to solving systems that was pioneered by the research of the authors and colleagues. This includes a discussion of techniques for exploiting parallel architectures and new work for indefinite and unsymmetric systems.
Iterative Methods for Sparse Linear Systems
Title | Iterative Methods for Sparse Linear Systems PDF eBook |
Author | Yousef Saad |
Publisher | SIAM |
Pages | 537 |
Release | 2003-04-01 |
Genre | Mathematics |
ISBN | 0898715342 |
Mathematics of Computing -- General.
Sparse Matrix Technology
Title | Sparse Matrix Technology PDF eBook |
Author | Sergio Pissanetzky |
Publisher | Academic Press |
Pages | 336 |
Release | 2014-06-28 |
Genre | Mathematics |
ISBN | 1483270408 |
Sparse Matrix Technology presents the methods, concepts, ideas, and applications of sparse matrix technology. The text provides the fundamental methods, procedures, techniques, and applications of sparse matrix technology in software development. The book covers topics on storage schemes and computational techniques needed for sparse matrix technology; sparse matrix methods and algorithms for the direct solution of linear equations; and algorithms for different purposes connected with sparse matrix technology. Engineers, programmers, analysts, teachers, and students in the computer sciences will find the book interesting.
Direct Methods for Sparse Matrices
Title | Direct Methods for Sparse Matrices PDF eBook |
Author | O. Østerby |
Publisher | Springer |
Pages | 144 |
Release | 1983 |
Genre | Mathematics |
ISBN |
Direct Methods for Sparse Matrices
Title | Direct Methods for Sparse Matrices PDF eBook |
Author | Iain S. Duff |
Publisher | Oxford University Press |
Pages | 451 |
Release | 2017 |
Genre | Mathematics |
ISBN | 0198508387 |
The subject of sparse matrices has its root in such diverse fields as management science, power systems analysis, surveying, circuit theory, and structural analysis. Efficient use of sparsity is a key to solving large problems in many fields. This book provides both insight and answers for those attempting to solve these problems.
Computational Methods for General Sparse Matrices
Title | Computational Methods for General Sparse Matrices PDF eBook |
Author | Zahari Zlatev |
Publisher | Springer Science & Business Media |
Pages | 343 |
Release | 2013-04-17 |
Genre | Computers |
ISBN | 940171116X |
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