In (McCarthy et al., 2004), a method was presented to determine the predominant sense of a word in a corpus.
in (Chan and Ng, 2005), we showed that in a supervised setting where one has access to some annotated training data, the EMbased method in section 5 estimates the sense priors more effectively than the method described in (Mc-Carthy et al., 2004).