Unstructuring User Preferences: Efficient Non-Parametric Utility Revelation

Abstract

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 statements. To the best of our knowledge, our proposal constitutes the first nonparametric solution for this problem that is both efficient and semantically sound. Our initial experiments provide strong evidence for practical effectiveness of our approach.

Cite

Text

Domshlak and Joachims. "Unstructuring User Preferences: Efficient Non-Parametric Utility Revelation." Conference on Uncertainty in Artificial Intelligence, 2005.

Markdown

[Domshlak and Joachims. "Unstructuring User Preferences: Efficient Non-Parametric Utility Revelation." Conference on Uncertainty in Artificial Intelligence, 2005.](https://mlanthology.org/uai/2005/domshlak2005uai-unstructuring/)

BibTeX

@inproceedings{domshlak2005uai-unstructuring,
  title     = {{Unstructuring User Preferences: Efficient Non-Parametric Utility Revelation}},
  author    = {Domshlak, Carmel and Joachims, Thorsten},
  booktitle = {Conference on Uncertainty in Artificial Intelligence},
  year      = {2005},
  pages     = {169-177},
  url       = {https://mlanthology.org/uai/2005/domshlak2005uai-unstructuring/}
}