Scalable multi-correlative statistics and principal component analysis with Titan.
[摘要] This report summarizes existing statistical engines in VTK/Titan and presents the recently parallelized multi-correlative and principal component analysis engines. It is a sequel to [PT08] which studied the parallel descriptive and correlative engines. The ease of use of these parallel engines is illustrated by the means of C++ code snippets. Furthermore, this report justifies the design of these engines with parallel scalability in mind; then, this theoretical property is verified with test runs that demonstrate optimal parallel speed-up with up to 200 processors.
[发布日期] 2009-02-01 [发布机构]
[效力级别] [学科分类] 数学(综合)
[关键词] STATISTICS;T CODES;PARALLEL PROCESSING;DESIGN Visualization.;Information visualization.;Informatics [时效性]