Presents the state of the art in parallel numerical algorithms, applications, architectures, and system software, with contributions from an international selection of world-class authorities
Reviews emerging applications of numerical methods in information retrieval and data mining
Presents outstanding challenges and developing technologies, and puts these in their historical context
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.
Editors and Affiliations
Dept. Electrical Eng. & Computer Science, University of Tennessee, Knoxville, USA
Michael W. Berry
Department of Mathematics, Florida State University, Tallahassee, USA
Kyle A. Gallivan
Dept. Computer Engineering & Informatics, University of Patras, Patras, Greece
Efstratios Gallopoulos
Department of Computer Science, Purdue University, West Lafayette, USA
Ananth Grama,
Faisal Saied
IRISA, INRIA Rennes - Bretagne Atlantique, Rennes, France
Bernard Philippe
Dept. of Computer Science & Engineering, University of Minnesota, Minneapolis, USA
Yousef Saad
Bibliographic Information
Book Title: High-Performance Scientific Computing
Book Subtitle: Algorithms and Applications
Editors: Michael W. Berry, Kyle A. Gallivan, Efstratios Gallopoulos, Ananth Grama, Bernard Philippe, Yousef Saad, Faisal Saied