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Algorithms for Sparse Linear Systems (Paperback, 1st ed. 2023)
Loot Price: R1,393
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Algorithms for Sparse Linear Systems (Paperback, 1st ed. 2023)
Series: Necas Center Series
Expected to ship within 10 - 15 working days
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Large sparse linear systems of equations are ubiquitous in science,
engineering and beyond. This open access monograph focuses on
factorization algorithms for solving such systems. It presents
classical techniques for complete factorizations that are used in
sparse direct methods and discusses the computation of approximate
direct and inverse factorizations that are key to constructing
general-purpose algebraic preconditioners for iterative solvers. A
unified framework is used that emphasizes the underlying sparsity
structures and highlights the importance of understanding sparse
direct methods when developing algebraic preconditioners.
Theoretical results are complemented by sparse matrix algorithm
outlines. This monograph is aimed at students of applied
mathematics and scientific computing, as well as computational
scientists and software developers who are interested in
understanding the theory and algorithms needed to tackle sparse
systems. It is assumed that the reader has completed a basic course
in linear algebra and numerical mathematics.
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