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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.

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The State of the Art in Numerical Analysis

I. S. Duff, G. A. Watson, Rutherford Appleton Laboratory) Duff, I. S. (Group Leader of Numerical Analysis, Group Leader of Numerical Analysis, University of Dundee) Watson, G. A. (Chair of Numerical Analysis, Head of Department of Mathematics and Computer Science, Chair of Numerical Analysis, Head of Department of Mathematics and Computer Science

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Parallel Optimization

Yair Censor, Stavros A. Zenios, Israel) Censor, Yair (Professor, Department of Mathematics and Computer Science, University of Haifa, Professor, Department of Mathematics and Computer Science, University of Haifa, University of Cyprus) Zenios, Stavros A. (Professor, Dean, School of Economics and Management, Professor, Dean, School of Economics and Management, Stravos A. Zenios

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p- and hp- Finite Element Methods

C. Schwab, Switzerland) Schwab, C. (Associate Professor, Associate Professor, Seminar fur Angewandte Mathematik, ETH, Zurich, Christoph Schwab, Ch Schwab

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The Lattice Boltzmann Equation

Sauro Succi, Sauro (Institute for Computing Applications,National Research Council,Rome,Italy) Succi, Sauro Sacci, S. Succi

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Mathematical and Computational Methods for Compressible Flow

Miloslav Feistauer, Jiri Felcman, Ivan Straskraba, Czech Republic) Feistauer, Miloslav (, Faculty of Mathematics and Physics, Charles University, Prague, Czech Republic) Felcman, Jiri (, Faculty of Mathematics and Physics, Charles University, Prague, Czech Republic) Straskraba, Ivan (, Mathematical Institute, Academy of Sciences of Czech Republic, Prague

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Orthogonal Polynomials

Walter Gautschi, USA) Gautschi, Walter (Department of Computer Sciences, Purdue University

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