MOKBL+MOMs: An interpretable multi-objective evolutionary fuzzy system for learning high-dimensional regression data

•MOKBL: Multi-Objective Knowledge Base Learning through a fuzzy feature selection and slight tuning of MFs.•MOMs: Multi-Objective Modifications through a rule pruning process and main tuning of MFs.•Tuning of MFs using core displacement and width alteration.•Rule pruning method using the concepts of Support and Confidence.