881 citations · 1.7k across the 23 of their papers we have counts for
4 papers · 1 filter
Introducing Variable Importance Tradeoffs into CP-Nets
Ronen I. Brafman, Carmel Domshlak
The ability to make decisions and to assess potential courses of action is a corner-stone of many AI applications, and usually this requires explicit information about the decision…
Exploiting Uniform Assignments in First-Order MPE
Udi Apsel, Ronen I. Brafman
The MPE (Most Probable Explanation) query plays an important role in probabilistic inference. MPE solution algorithms for probabilistic relational models essentially adapt existing…
Compact Value-Function Representations for Qualitative Preferences
Ronen I. Brafman, Carmel Domshlak, Tanya Kogan
We consider the challenge of preference elicitation in systems that help users discover the most desirable item(s) within a given database. Past work on preference elicitation focu…
Extended Lifted Inference with Joint Formulas
Udi Apsel, Ronen I. Brafman
The First-Order Variable Elimination (FOVE) algorithm allows exact inference to be applied directly to probabilistic relational models, and has proven to be vastly superior to the…