23 citations · 40 across the 3 of their papers we have counts for
3 papers
cs.AI2012★ 17 cited
An Empirical Study of w-Cutset Sampling for Bayesian Networks
Bozhena Bidyuk, Rina Dechter
The paper studies empirically the time-space trade-off between sampling and inference in a sl cutset sampling algorithm. The algorithm samples over a subset of nodes in a Bayesian…
cs.DS2012
On finding minimal w-cutset
Bozhena Bidyuk, Rina Dechter
The complexity of a reasoning task over a graphical model is tied to the induced width of the underlying graph. It is well-known that the conditioning (assigning values) on a subse…
cs.AI2012★ 23 cited
Modeling Transportation Routines using Hybrid Dynamic Mixed Networks
Vibhav Gogate, Rina Dechter, Bozhena Bidyuk +2
This paper describes a general framework called Hybrid Dynamic Mixed Networks (HDMNs) which are Hybrid Dynamic Bayesian Networks that allow representation of discrete deterministic…