Reasoning With Conditional Ceteris Paribus Preference Statem
Abstract
In many domains it is desirable to assess the preferences of users in a qualitative rather than quantitative way. Such representations of qualitative preference orderings form an importnat component of automated decision tools. We propose a graphical representation of preferences that reflects conditional dependence and independence of preference statements under a ceteris paribus (all else being equal) interpretation. Such a representation is ofetn compact and arguably natural. We describe several search algorithms for dominance testing based on this representation; these algorithms are quite effective, especially in specific network topologies, such as chain-and tree- structured networks, as well as polytrees.
Cite
@article{arxiv.1301.6681,
title = {Reasoning With Conditional Ceteris Paribus Preference Statem},
author = {Craig Boutilier and Ronen I. Brafman and Holger H. Hoos and David L. Poole},
journal= {arXiv preprint arXiv:1301.6681},
year = {2013}
}
Comments
Appears in Proceedings of the Fifteenth Conference on Uncertainty in Artificial Intelligence (UAI1999)