Design and Realization of the Parallel Computing Framework of Cross-Validation

被引：4

作者：

Li Lingqiao ^{[1
]}

Yang Huihua ^{[1
]}

He Qian ^{[1
]}

Zhao Jianbin ^{[1
]}

Guo Tuo ^{[1
]}

机构：

[1] Guilin Univ Elect Technol, Guangxi Key Lab Trusted Software, Guilin 541004, Guangxi, Peoples R China

来源：

2012 INTERNATIONAL CONFERENCE ON INDUSTRIAL CONTROL AND ELECTRONICS ENGINEERING (ICICEE) | 2012年

关键词：

Parallel-CV; Cross-validation; Parallel computing;

D O I：

10.1109/ICICEE.2012.520

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

0808 ; 0809 ;

摘要：

Cross-validation is a widely used validation method, but it is extremely time-consuming and the parallel computing framework currently used is too compli-cated. To solve the problem, the Parallel-CV, an implementation of parallel cross-validation framework, is developed. It supports various cross-validation methods and provides simple API for users to make their own application packages, which can simplify the parallelization realization of various cross-validation algorithms. Compared with the cross-validation function provided by LIBSVM in the experiments, Parallel-CV is more efficiency.

引用

页码：1957 / 1960

页数：4

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