2005 · 31 citations · 4 references
ComputingMathematicsData MiningOptimizationSet TheoryEvolutionary ComputationFeature ExtractionFeature SelectionAnt Colony OptimizationFeature Subset SelectionHybrid Feature SelectionRough Set TheorySubset Selection
In this paper we propose a hybrid approach to feature selection based on Ant Colony System algorithm and Rough Set Theory. Rough Set Theory offers the heuristic function to measure the quality of a single subset. We have studied the influence of the setting of the parameters for this problem, in particular for finding reducts. Experimental results show this hybrid approach is a promising method for features selection.
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Zdzis aw Pawlak · International Journal of Parallel Programming · 1982 · 12.1K citations
Zdzisław Pawlak, Jerzy W. Grzymala‐Busse, Roman Słowiński et al. · Communications of the ACM · 1995 · 3.2K citations · Full text