Most existing Gaussian mixture model(GMM)with hard equivalence constraints cannot solve the problem of violating pairwise constraints,and the GMM with soft equivalence constraints lacks of closed estimation forms of model parameters.This paper presents a generative clustering analysis algorithm with constraints regularization(GCACR),in which the constraints consistent assumption is integrating into GMM.To penalize the constraint violation,the penalized likelihood function is designed.This makes the posterio...
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