35 citations · 35 across the 2 of their papers we have counts for
2 papers
cs.AI2012
Exploiting Evidence in Probabilistic Inference
Mark Chavira, David Allen, Adnan Darwiche
We define the notion of compiling a Bayesian network with evidence and provide a specific approach for evidence-based compilation, which makes use of logical processing. The approa…
cs.AI2012★ 35 cited
Node Splitting: A Scheme for Generating Upper Bounds in Bayesian Networks
Arthur Choi, Mark Chavira, Adnan Darwiche
We formulate in this paper the mini-bucket algorithm for approximate inference in terms of exact inference on an approximate model produced by splitting nodes in a Bayesian network…