(2005) attempt to deal with this problem by using a fuzzy algorithm to cluster speakers; this assigns each speaker a distribution over conversations rather than making a hard assignment.
the algorithm still deals with speakers rather than utterances, and cannot determine which conversation any particular utterance is part of.