An evolutionary gravitational search-based feature selection.

•Gravitational Search Algorithm (GSA) was used as a search strategy in a Feature Selection approach.•Crossover and Mutation evolutionary operators were used to improve the quality of GSA.•KNN and Decision Tree classifiers were used as evaluators.•The results demonstrate the superiority of the proposed algorithm in solving FS problems.