FSKNN: Multi-label text categorization based on fuzzy similarity and k nearest neighbors

► An efficient approach, FSKNN, is proposed for multi-label text categorization. ► A modified fuzzy similarity measure is developed for restricting the search space. ► Prior and likelihood probabilities are computed efficiently. ► FSKNN performs better than other methods in terms of precision and execution time.