881 citations · 1.4k across the 15 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…
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…
Unstructuring User Preferences: Efficient Non-Parametric Utility Revelation
Carmel Domshlak, Thorsten Joachims
Tackling the problem of ordinal preference revelation and reasoning, we propose a novel methodology for generating an ordinal utility function from a set of qualitative preference…
Simple Regret Optimization in Online Planning for Markov Decision Processes
Zohar Feldman, Carmel Domshlak
We consider online planning in Markov decision processes (MDPs). In online planning, the agent focuses on its current state only, deliberates about the set of possible policies fro…