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A model to select an optimal subset of features from the target data using swarm intelligence metaheuristic-based approach-Grey Wolf Optimization(GWO). A new variant of GWO was introduced by enhancing the exploration rate of GWO and then the variant was used to introduce the enhanced binary version.