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ScaLAPACK Users' Guide

ScaLAPACK Users' Guide
Author: L. S. Blackford
Publisher: SIAM
Total Pages: 362
Release: 1997-01-01
Genre: Mathematics
ISBN: 9780898713978

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ScaLAPACK is an acronym for Scalable Linear Algebra Package or Scalable LAPACK. It is a library of high-performance linear algebra routines for distributed memory message-passing MIMD computers and networks of workstations supporting parallel virtual machine (PVM) and/or message passing interface (MPI). It is a continuation of the LAPACK project, which designed and produced analogous software for workstations, vector supercomputers, and shared memory parallel computers. Both libraries contain routines for solving systems of linear equations, least squares problems, and eigenvalue problems. The goals of both projects are efficiency, scalability, reliability, portability, flexibility, and ease of use. ScaLAPACK includes routines for the solution of dense, band, and tridiagonal linear systems of equations, condition estimation and iterative refinement, for LU and Cholesky factorization, matrix inversion, full-rank linear least squares problems, orthogonal and generalized orthogonal factorizations, orthogonal transformation routines, reductions to upper Hessenberg, bidiagonal and tridiagonal form, reduction of a symmetric-definite/ Hermitian-definite generalized eigenproblem to standard form, the symmetric/Hermitian, generalized symmetric/Hermitian, and nonsymmetric eigenproblem, and the singular value decomposition. Prototype codes are provided for out-of-core linear solvers for LU, Cholesky, and QR, the matrix sign function for eigenproblems, an HPF interface to a subset of ScaLAPACK routines, and SuperLU. Software is available in single-precision real, double-precision real, single-precision complex, and double-precision complex. The software has been written to be portable across a wide range of distributed-memory environments such as the Cray T3, IBM SP, Intel series, TM CM-5, networks of workstations, and any system for which PVM or MPI is available. Each Users' Guide includes a CD-ROM containing the HTML version of the ScaLAPACK Users' Guide, the source code for ScaLAPACK and LAPACK, testing and timing programs, prebuilt versions of the library for a number of computers, example programs, and the full set of LAPACK Working Notes.


ScaLAPACK User's Guide

ScaLAPACK User's Guide
Author: L. S. Blackford
Publisher: Society for Industrial and Applied Mathematics (SIAM)
Total Pages: 325
Release: 1997
Genre: Algebras, Linear
ISBN: 9780898714005

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Accompanying CD-ROM includes HTML version of the ScaLAPACK User's Guide, the source code for the package, testing and timing programs, prebuilt versions of the library for a number of computers, example programs, and the full set of LAPACK working notes.


LAPACK Users' Guide

LAPACK Users' Guide
Author: E. Anderson
Publisher: SIAM
Total Pages: 428
Release: 1999-01-01
Genre: Mathematics
ISBN: 9780898719604

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LAPACK is a library of numerical linear algebra subroutines designed for high performance on workstations, vector computers, and shared memory multiprocessors. Release 3.0 of LAPACK introduces new routines and extends the functionality of existing routines.


ARPACK Users' Guide

ARPACK Users' Guide
Author: Richard B. Lehoucq
Publisher: SIAM
Total Pages: 150
Release: 1998-01-01
Genre: Mathematics
ISBN: 0898714079

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This book is a guide to understanding and using the software package ARPACK to solve large algebraic eigenvalue problems. The software described is based on the implicitly restarted Arnoldi method, which has been heralded as one of the three most important advances in large scale eigenanalysis in the past ten years. The book explains the acquisition, installation, capabilities, and detailed use of the software for computing a desired subset of the eigenvalues and eigenvectors of large (sparse) standard or generalized eigenproblems. It also discusses the underlying theory and algorithmic background at a level that is accessible to the general practitioner.


LAPACK95 Users' Guide

LAPACK95 Users' Guide
Author: V. A. Barker
Publisher: SIAM
Total Pages: 270
Release: 2001-01-01
Genre: Technology & Engineering
ISBN: 0898715040

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LAPACK95 Users' Guide provides an introduction to the design of the LAPACK95 package.


Handbook of Parallel Computing

Handbook of Parallel Computing
Author: Sanguthevar Rajasekaran
Publisher: CRC Press
Total Pages: 1224
Release: 2007-12-20
Genre: Computers
ISBN: 1420011294

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The ability of parallel computing to process large data sets and handle time-consuming operations has resulted in unprecedented advances in biological and scientific computing, modeling, and simulations. Exploring these recent developments, the Handbook of Parallel Computing: Models, Algorithms, and Applications provides comprehensive coverage on a


A Tutorial on Elliptic PDE Solvers and Their Parallelization

A Tutorial on Elliptic PDE Solvers and Their Parallelization
Author: Craig C. Douglas
Publisher: SIAM
Total Pages: 146
Release: 2003-01-01
Genre: Technology & Engineering
ISBN: 0898715415

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A Tutorial on Elliptic PDE Solvers and Their Parallelization is a valuable aid for learning about the possible errors and bottlenecks in parallel computing. One of the highlights of the tutorial is that the course material can run on a laptop, not just on a parallel computer or cluster of PCs, thus allowing readers to experience their first successes in parallel computing in a relatively short amount of time. This tutorial is intended for advanced undergraduate and graduate students in computational sciences and engineering; however, it may also be helpful to professionals who use PDE-based parallel computer simulations in the field.


Automatic Differentiation in MATLAB Using ADMAT with Applications

Automatic Differentiation in MATLAB Using ADMAT with Applications
Author: Thomas F. Coleman
Publisher: SIAM
Total Pages: 114
Release: 2016-06-20
Genre: Science
ISBN: 1611974364

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The calculation of partial derivatives is a fundamental need in scientific computing. Automatic differentiation (AD) can be applied straightforwardly to obtain all necessary partial derivatives (usually first and, possibly, second derivatives) regardless of a code?s complexity. However, the space and time efficiency of AD can be dramatically improved?sometimes transforming a problem from intractable to highly feasible?if inherent problem structure is used to apply AD in a judicious manner. Automatic Differentiation in MATLAB using ADMAT with Applications?discusses the efficient use of AD to solve real problems, especially multidimensional zero-finding and optimization, in the MATLAB environment. This book is concerned with the determination of the first and second derivatives in the context of solving scientific computing problems with an emphasis on optimization and solutions to nonlinear systems. The authors focus on the application rather than the implementation of AD, solve real nonlinear problems with high performance by exploiting the problem structure in the application of AD, and provide many easy to understand applications, examples, and MATLAB templates.?


Parallel MATLAB for Multicore and Multinode Computers

Parallel MATLAB for Multicore and Multinode Computers
Author: Jeremy Kepner
Publisher: SIAM
Total Pages: 264
Release: 2009-07-23
Genre: Computers
ISBN: 089871673X

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The first book on parallel MATLAB and the first parallel computing book focused on quickly producing efficient parallel programs.


Graph Algorithms in the Language of Linear Algebra

Graph Algorithms in the Language of Linear Algebra
Author: Jeremy Kepner
Publisher: SIAM
Total Pages: 372
Release: 2011-08-04
Genre: Mathematics
ISBN: 0898719909

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An introduction to graph algorithms accessible to those without a computer science background.