• Complex
  • Title
  • Keyword
  • Abstract
  • Scholars
  • Journal
  • ISSN
  • Conference
搜索

Author:

Jiang, Weijin (Jiang, Weijin.) | Xu, Yusheng (Xu, Yusheng.) | Xu, Yuhui (Xu, Yuhui.)

Indexed by:

EI Scopus

Abstract:

As both rough sets theory and neural network in data mining have special advantages and exiting problems, this paper presented a combined algorithm based rough sets theory and BP neural network. This algorithm deducts data from data warehouse by using rough sets' deduct function, and then moves the deducted data to the BP neural network as training data. By data deduct, the expression of training will become clearer, and the scale of neural network can be simplified. At the same time, neural network can easy up rough set's sensitivity for noise data. This paper presents a cost function to express the relationship between the amount of training data and the precision of neural network, and to supply a standard for the change from rough set deduct to neural network training.

Keyword:

Algorithms Data mining Rough set theory Neural networks Sensitivity analysis Functions Data warehouses

Author Community:

  • [ 1 ] [Jiang, Weijin]Department of Computer, Zhuzhou Institute of Technology, Zhuzhou 412008, China
  • [ 2 ] [Xu, Yusheng]College of Mechanical Engineering and Applied Electronics, Beijing University of Technology, Beijing 100022, China
  • [ 3 ] [Xu, Yuhui]Department of Computer, Zhuzhou Institute of Technology, Zhuzhou 412008, China

Reprint Author's Address:

Show more details

Related Keywords:

Related Article:

Source :

ISSN: 0277-786X

Year: 2005

Volume: 6045 I

Language: English

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 1

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 14

Online/Total:531/10583617
Address:BJUT Library(100 Pingleyuan,Chaoyang District,Beijing 100124, China Post Code:100124) Contact Us:010-67392185
Copyright:BJUT Library Technical Support:Beijing Aegean Software Co., Ltd.