Hardware Supported Rough Sets Based Rules Generation for Big Datasets

被引：1

作者：

Kopczynski, Maciej ^{[1
]}

Grzes, Tomasz ^{[1
]}

Stepaniuk, Jaroslaw ^{[1
]}

机构：

[1] Bialystok Tech Univ, Fac Comp Sci, Wiejska 45A, PL-15351 Bialystok, Poland

来源：

COMPUTER INFORMATION SYSTEMS AND INDUSTRIAL MANAGEMENT, CISIM 2016 | 2016年 / 9842卷

关键词：

Rough sets; FPGA; Hardware; Rules;

D O I：

10.1007/978-3-319-45378-1_9

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

In this paper we propose a combination of capabilities of the Field Programmable Gate Arrays based device and PC computer for rough sets based data processing resulting in generation of decision rules. Solution is focused on big datasets. Presented architecture has been tested in programmable unit on real datasets. Obtained results confirm the significant acceleration of the computation time using hardware supporting rough set operations in comparison to software implementation.

引用

页码：91 / 102

页数：12

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