Decomposed slice sampling for factorized distributions

Pattern Recognition, pp. 1070212020.

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Abstract:

•We present an MCMC sampling framework called decomposed slice sampling.•DSS treats the factorized target distribution as two multipliers.•The two multipliers are used in two successive steps to implement effective sampling.•The proposed model outperforms multiple baselines for sampling complex distributions.

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