International Journal of Intelligent Systems and Applications • Vol 7 • No 10
A New Evaluation Measure for Feature Subset Selection with Genetic Algorithm
September 2015 • Saptarsi Goswami, Sourav Saha, Subhayu Chakravorty, Amlan Chakrabarti, Basabi Chakraborty
Feature selection is one of the most important preprocessing steps for a data mining, pattern recognition or machine learning problem. Finding an optimal subset of features, among all the combinations is a NP-Complete problem. Lot of research has been done in feature selection. However, as the sizes of the datasets are increasing and optimality is a subjective notion, further research is needed to find better techniques. In this paper, a genetic algorithm based feature subset selection method has been proposed wit…