Title | ||
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A group incremental feature selection for classification using rough set theory based genetic algorithm. |
Abstract | ||
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•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 Das | 1 | 73 | 16.06 |
Shampa Sengupta | 2 | 14 | 1.59 |
Siddhartha Bhattacharyya | 3 | 412 | 53.19 |