Hardware Supported Rough Sets Based Rules Generation for Big Datasets - Inria - Institut national de recherche en sciences et technologies du numérique Access content directly
Conference Papers Year : 2016

Hardware Supported Rough Sets Based Rules Generation for Big Datasets

Maciej Kopczynski
  • Function : Author
  • PersonId : 1023067
Tomasz Grzes
  • Function : Author
  • PersonId : 1023068
Jaroslaw Stepaniuk
  • Function : Author
  • PersonId : 1023034

Abstract

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.
Fichier principal
Vignette du fichier
419526_1_En_9_Chapter.pdf (203.16 Ko) Télécharger le fichier
Origin : Files produced by the author(s)
Loading...

Dates and versions

hal-01637509 , version 1 (17-11-2017)

Licence

Attribution

Identifiers

Cite

Maciej Kopczynski, Tomasz Grzes, Jaroslaw Stepaniuk. Hardware Supported Rough Sets Based Rules Generation for Big Datasets. 15th IFIP International Conference on Computer Information Systems and Industrial Management (CISIM), Sep 2016, Vilnius, Lithuania. pp.91-102, ⟨10.1007/978-3-319-45378-1_9⟩. ⟨hal-01637509⟩
44 View
91 Download

Altmetric

Share

Gmail Facebook X LinkedIn More