The maximum likelihood approach due to Olivier (1968) is probabilistic in the sense that it is geared toward explicitly calculating the most probable segmentation of each block of input utterances (see also Batchelder 1997).
the algorithm involves heuristic steps in periodic purging of the lexicon and in the creation in the lexicon of new words.