Title
A group incremental feature selection for classification using rough set theory based genetic algorithm.
Abstract
•In proposed method, incremental learning technique has been investigated.•A novel incremental feature selection algorithm is proposed for classification analysis.•Incremental feature selection method is devised based on rough set theory and genetic algorithm.•Experimental results show the effectiveness in terms of accuracy and time complexity.
Year
DOI
Venue
2018
10.1016/j.asoc.2018.01.040
Applied Soft Computing
Keywords
Field
DocType
Data mining,Rough set theory,Genetic algorithm,Incremental data,Feature selection,Classification
Data mining,Reduct,Dimensionality reduction,Feature selection,Incremental learning,Rough set,Artificial intelligence,Time complexity,Mathematics,Genetic algorithm,Machine learning,Computation
Journal
Volume
ISSN
Citations 
65
1568-4946
10
PageRank 
References 
Authors
0.46
16
3
Name
Order
Citations
PageRank
Asit Kumar Das17316.06
Shampa Sengupta2141.59
Siddhartha Bhattacharyya341253.19