This maximizes the probability of word segmentation w given a string s : This approach often implicitly includes heuristic criteria proposed so far 1 , while having a clear statistical semantics to find the most probable word segmentation that will maximize the probability of the data, here the strings.
they are still naïve with respect to word spellings, and the inference is very slow owing to inefficient Gibbs sampling.