35 citations · 88 across the 3 of their papers we have counts for
3 papers
cs.AI2012★ 32 cited
Nonparametric Bayesian Logic
Peter Carbonetto, Jacek Kisynski, Nando de Freitas +1
The Bayesian Logic (BLOG) language was recently developed for defining first-order probability models over worlds with unknown numbers of objects. It handles important problems in…
cs.AI2012★ 35 cited
Constraint Processing in Lifted Probabilistic Inference
Jacek Kisynski, David L Poole
First-order probabilistic models combine representational power of first-order logic with graphical models. There is an ongoing effort to design lifted inference algorithms for fir…
cs.AI2011★ 21 cited
Towards Completely Lifted Search-based Probabilistic Inference
David Poole, Fahiem Bacchus, Jacek Kisynski
The promise of lifted probabilistic inference is to carry out probabilistic inference in a relational probabilistic model without needing to reason about each individual separately…