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Three strategies to model multiple data series: (a) independent HMMs, (b) fully coupled HMM and (c) sparsely correlated HMMs for series data O. Associated with observed data are hidden states h, which are to be inferred. For c, the arrows in dashed lines indicate the couplings introduced to adjust the transition kernel of each series
