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Contrastive Divergence (CD) has shown success in estimating the parameters of Markov Random Fields. Restricted Boltzmann Machine (RBM) updates weights of RBM architecture using CD to minimize the reconstruction error. Minimization of CD is fundamentally equivalent of finding the self-similarity among the training data and the estimated data. However, this self-similarity is measured at single measurement...
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