TítuloA reward-based approach for preference modeling: A case study
Publication TypeJournal Article
Year of Publication2017
AuthorsArmengol E, Puyol-Gruart J
JournalJournal of Applied Logic
Volume23
Paginación51-69
Date Published09/2017
ISSN1570-8683
Palabras claveReward logics
Resumen

Abstract Most of reasoning for decision making in daily life is based on preferences. As other kinds of reasoning processes, there are many formalisms trying to capture preferences, however none of them is able to capture all the subtleties of the human reasoning. In this paper we analise how to formalize the preferences expressed by humans and how to reason with them to produce rankings. Particularly, we show that qualitative preferences are best represented with a combination of reward logics and conditional logics. We propose a new algorithm based on ideas of similarity between objects commonly used in case-based reasoning. We see that the new approach produces rankings close to the ones expressed by users.

URLhttp://www.sciencedirect.com/science/article/pii/S157086831630060X
DOI10.1016/j.jal.2016.11.006