1 citations · 1 across the 2 of their papers we have counts for
2 papers
cs.AI2012
Cutset Sampling with Likelihood Weighting
Bozhena Bidyuk, Rina Dechter
The paper analyzes theoretically and empirically the performance of likelihood weighting (LW) on a subset of nodes in Bayesian networks. The proposed scheme requires fewer samples…
cs.AI2012★ 1 cited
Studies in Lower Bounding Probabilities of Evidence using the Markov Inequality
Vibhav Gogate, Bozhena Bidyuk, Rina Dechter
Computing the probability of evidence even with known error bounds is NP-hard. In this paper we address this hard problem by settling on an easier problem. We propose an approximat…