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/}
}