Optimization of SVD over GPGPU using OpenCL: Parallelization of SVD Modules in LAPACK - Couverture souple

Akhtar, Nadeem; Nawaz Khan, Shazeb

 
9783659400896: Optimization of SVD over GPGPU using OpenCL: Parallelization of SVD Modules in LAPACK
Couverture souple
ISBN 10 : 3659400890 ISBN 13 : 9783659400896
Editeur : LAP LAMBERT Academic Publishing, 2013

Synopsis

Many of the engineering applications require linear algebra to furnish the analysis. Singular Value Decomposition is one of the most powerful tool of linear algebra. This method alone serves many computational and analytical purposes. Although the computation of SVD of a matrix is bulky, the process involves a sequence of vector operations. This makes it a good candidate for parallelization of over Graphic Processors. This book proposes parallelization of SVD modules in LAPACK over GPGPU using OpenCL, which is platform independent and focuses on routines beyond BLAS.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Présentation de l'éditeur

Many of the engineering applications require linear algebra to furnish the analysis. Singular Value Decomposition is one of the most powerful tool of linear algebra. This method alone serves many computational and analytical purposes. Although the computation of SVD of a matrix is bulky, the process involves a sequence of vector operations. This makes it a good candidate for parallelization of over Graphic Processors. This book proposes parallelization of SVD modules in LAPACK over GPGPU using OpenCL, which is platform independent and focuses on routines beyond BLAS.

Biographie de l'auteur

Nadeem Akhtar received his B. Tech and M.Tech degree in Computer Engineering from Aligarh Muslim University, Aligarh, India. He is currently working as Assistant Professor in the department of Computer Engineering, AMU. His research interests include Data Mining, Database Management System and Operating Systems.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
LAP LAMBERT Academic Publishing
Date d'édition
2013
Langue
anglais
ISBN 10 
3659400890
ISBN 13 
9783659400896
Reliure
Broché
Nombre de pages
92
Coordonnées du fabricant
non disponible
Personne responsable
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