Maxime Morge's Publications

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An algorithm for active learning of lexicographic preferences

Fabien Delecroix, Maxime Morge, and Fabien Delecroix. An algorithm for active learning of lexicographic preferences. In Proc. of the workshop from Multiple Criteria Decision Aiding to Preference Learning, pp. 115–122, November 2012.

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Abstract

At the crossroad of preference learning and multicriteria decision aiding, recent researchs on preference elicitation provide useful methods for recommendation systems. In this paper, we consider (partial) lexicographic preferences. In this way, we can consider dilemmas and we show that these situations have a minor impact in practical cases. Based on this observation, we propose an algorithm for active learning of preferences. This algorithm solve the dilemmas by suggesting concrete alternatives which must be ranked by the user.

BibTeX

@InProceedings{delecroix12da2pl,
  author =       {Fabien Delecroix and Maxime Morge and Fabien Delecroix},
  title =        {An algorithm for active learning of lexicographic preferences},
  booktitle =    {Proc. of the workshop from Multiple Criteria Decision Aiding to Preference Learning},
  year =         {2012},
  editor =       {Marc Pirlot and Vincent Mousseau},
  pages =        {115-122},
  month =        {November},
  abstract =     {At the crossroad of preference learning and multicriteria
  decision aiding, recent researchs on preference elicitation provide
  useful methods for recommendation systems. In this paper, we
  consider (partial) lexicographic preferences. In this way, we can
  consider dilemmas and we show that these situations have a minor
  impact in practical cases. Based on this observation, we propose an
  algorithm for active learning of preferences. This algorithm solve
  the dilemmas by suggesting concrete alternatives which must be
  ranked by the user.},
  bib2html_pubtype = {Workshop},
  bib2html_rescat = {Agent decision-making, Decision support system, Dialogue},
  bib2html_funding = {}
}

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