Enhanced Gaussian bare-bones grasshopper optimization: Mitigating the performance concerns for feature selection

•A multi-strategy boosted Grasshopper Optimizer named EGOA is proposed.•Two methods have been introduced into GOA and thus have a more appropriate balance.•The superior performance of EGOA is confirmed over various advanced algorithms.•It has been applied in the field of engineering optimization and feature selection.