D
David Poole
Researcher at University of British Columbia
Publications - 229
Citations - 12337
David Poole is an academic researcher from University of British Columbia. The author has contributed to research in topics: Probabilistic logic & Bayesian network. The author has an hindex of 45, co-authored 228 publications receiving 11736 citations. Previous affiliations of David Poole include Canadian Institute for Advanced Research & University of Waterloo.
Papers
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CP-nets: a tool for representing and reasoning with conditional ceteris paribus preference statements
TL;DR: This paper proposes a qualitative graphical representation of preferences that reflects conditional dependence and independence of preference statements under a ceteris paribus (all else being equal) interpretation, and provides a formal semantics for this model.
Journal ArticleDOI
A logical framework for default reasoning
TL;DR: A simple logical framework for default reasoning by treating defaults as predefined possible hypotheses is presented, and it is shown how this idea subsumes the intuition behind Reiter's default logic.
Journal ArticleDOI
Probabilistic Horn abduction and Bayesian networks
TL;DR: It is shown how any probabilistic knowledge representable in a discrete Bayesian belief network can be represented in this framework, and it is argued that it is better to invent new hypotheses to explain dependence rather than having to worry about dependence in the language.
Book
Computational Intelligence: A Logical Approach
TL;DR: This chapter discusses representation and Reasoning systems, Robotic Systems, and the Uses of Agent models as well as some more Implemented Systems.
Proceedings Article
First-order probabilistic inference
TL;DR: This paper presents an algorithm to reason about multiple individuals, where the authors may know particular facts about some of them, but want to treat the others as a group.