Giada, Lorenzo; Marsili, Matteo - In: Physica A: Statistical Mechanics and its Applications 315 (2002) 3, pp. 650-664
We address the problem of data clustering by introducing an unsupervised, parameter-free approach based on maximum likelihood principle. Starting from the observation that data sets belonging to the same cluster share a common information, we construct an expression for the likelihood of any...