High-Performance Scientific Computing: Algorithms and Applications

High-Performance Scientific Computing: Algorithms and Applications
ISBN-10
1447124375
ISBN-13
9781447124375
Category
Computers
Pages
350
Language
English
Published
2012-01-18
Publisher
Springer Science & Business Media
Authors
Michael W. Berry, Yousef Saad, Ananth Grama

Description

This book presents the state of the art in parallel numerical algorithms, applications, architectures, and system software. The book examines various solutions for issues of concurrency, scale, energy efficiency, and programmability, which are discussed in the context of a diverse range of applications. Features: includes contributions from an international selection of world-class authorities; examines parallel algorithm-architecture interaction through issues of computational capacity-based codesign and automatic restructuring of programs using compilation techniques; reviews emerging applications of numerical methods in information retrieval and data mining; discusses the latest issues in dense and sparse matrix computations for modern high-performance systems, multicores, manycores and GPUs, and several perspectives on the Spike family of algorithms for solving linear systems; presents outstanding challenges and developing technologies, and puts these in their historical context.

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