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High-performance scientific computing : algorithms and applications

Author: Michael W Berry
Publisher: London ; New York : Springer-Verlag, 2012. ©2012
Edition/Format:   Print book : EnglishView all editions and formats
Summary:
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  Read more...
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Document Type: Book
All Authors / Contributors: Michael W Berry
ISBN: 1447124367 9781447124368
OCLC Number: 1046458773
Description: xiii, 346 páginas : ilustraciones ; 24 cm
Contents: Parallel numerical computing from Iliac IV to Exascale: the contributions of Ahmed H. Sameh / Kyle A. Gallivan [and others] --
Computational capacity-based codesign of computer systems / David J. Kuck --
Measuring computer performance / William Jalby --
A compilation framework for the automatic restructuring of pointer-linked data structures / Harman L.A. van der Spek, C.W. Mattias Holm, Harry A.G. Wijshoff --
Dense linear algebra on accelerated multicore hardware / Jack Dongarra [and others] --
The explicit spike algorithm: iterative solution of the reduced system / Carl Christian Kjelgaard Mikkelsen --
The spike factorization as domain decomposition method: equivalent and variant approaches / Victor Eijkhout, Robert van de Geijn --
Parallel solution of sparse linear systems / Murat Manguoglu --
Parallel Block-Jacobi SVD methods / Martin Bečka, Gabriel Okša, Marián Vajteršic --
Robust and efficient multifrontal solver for large discretized PDEs / Jianlin Xia --
A preconditioned scheme for nonsymmetric saddle-point problems / Abdelkader Baggag --
Effect of ordering for iterative solvers in structural mechanics problems / Sami A. Kilic --
Scaling Hypre's multigrid solvers to 100,000 cores / Allioson H. Baker [and others] --
A Riemannian Dennis-Moré condition / Kyle A. Gallivan, Chunhong Qi, P.-A. Absil --
A jump-start of non-negative least squares solvers / Mu Wang, Xiaoge Wang --
Fast nonnegative tensor factorization with an active set-like method / Jingu Kim, Haesun Park --
Knowledge discovery using nonnegative tensor factorization with visual analytics / Andrey A. Puretskiy, Michael W. Berry.
Responsibility: Michael W. Berry [y otros], editors.

Abstract:

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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