This post is based on the following publications:
COBRAS: Interactive clustering with pairwise constraints. Van Craenendonck, T., Dumancic, S., Vanwolputte, E. & Blockeel, H. Intelligent Data Analysis, 2018. Tackling noise in active semi-supervised clustering.