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On Reduct Construction Algorithms.

Authors :
Guoying Wang
Peters, James F.
Skowron, Andrzej
Yiyu Yao
Yan Zhao
Jue Wang
Source :
Rough Sets & Knowledge Technology; 2006, p297-304, 8p
Publication Year :
2006

Abstract

This paper critically analyzes reduct construction methods at two levels. At a high level, one can abstract commonalities from the existing algorithms, and classify them into three basic groups based on the underlying control structures. At a low level, by adopting different heuristics or fitness functions for attribute selection, one is able to derive most of the existing algorithms. The analysis brings new insights into the problem of reduct construction, and provides guidelines for the design of new algorithms. Keywords: Reduct construction algorithms, deletion strategy, addition-deletion strategy, addition strategy, attribute selection heuristics. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISBNs :
9783540362975
Database :
Complementary Index
Journal :
Rough Sets & Knowledge Technology
Publication Type :
Book
Accession number :
33001825
Full Text :
https://doi.org/10.1007/11795131_43