Modified fuzzy regression functions with a noise cluster against outlier contamination

•A new modified fuzzy regression functions framework is proposed.•The new framework is robust against outlier contamination.•Possibilistic and fuzzy-possibilistic clustering is employed.•The proposed framework performs better than ANNs and SVMs.•Modified fuzzy-possibilistic clustering is a robust algorithm against outliers.