Extending CP-Nets with Stronger Conditional Preference Statements
Abstract
A logic of conditional preferences is defined, with a language which allows she compact representation of certain kinds of conditional preference statements, a semantics and a proof theory. CP-nets can be expressed in this language, and the semantics and proof theory generalise those of CP-nets. Despite being substantially more expressive, the formalism maintains important properties of CP-nets; there are simple sufficient conditions for consistency, and, under these conditions, optimal outcomes can be efficiently generated. It is also then easy to find a total order on outcomes which extends the conditional preference order, and an approach to constrained optimisation can be used which generalises a natural approach for CP-nets. Some results regarding the expressive power of CP-nets are also given.
Cite
Text
Wilson. "Extending CP-Nets with Stronger Conditional Preference Statements." AAAI Conference on Artificial Intelligence, 2004.Markdown
[Wilson. "Extending CP-Nets with Stronger Conditional Preference Statements." AAAI Conference on Artificial Intelligence, 2004.](https://mlanthology.org/aaai/2004/wilson2004aaai-extending/)BibTeX
@inproceedings{wilson2004aaai-extending,
title = {{Extending CP-Nets with Stronger Conditional Preference Statements}},
author = {Wilson, Nic},
booktitle = {AAAI Conference on Artificial Intelligence},
year = {2004},
pages = {735-741},
url = {https://mlanthology.org/aaai/2004/wilson2004aaai-extending/}
}