Multi-label classification using a fuzzy rough neighborhood consensus.

•Multi-label classification is the challenging prediction of several classes at once.•We propose a nearest neighbor method with a novel consensus prediction derivation.•Our method, called FRONEC, is based on fuzzy rough set theory.•FRONEC is highly competitive with other nearest neighbor multi-label methods.