From "I like" to "I prefer" in Collaborative Filtering - Inria - Institut national de recherche en sciences et technologies du numérique Access content directly
Conference Papers Year : 2010

From "I like" to "I prefer" in Collaborative Filtering

Armelle Brun
  • Function : Author
  • PersonId : 831057
Ahmad Hamad
  • Function : Author
  • PersonId : 882581
Olivier Buffet
Anne Boyer

Abstract

Collaborative filtering exploits user preferences, generally ratings, to provide them with recommendations. However, the ratings may not be completely trustworthy: the rating scale is usually reduced and the rating values may be influenced by many factors. This paper is a first attempt at studying the expression of preferences under the form of preference relations where users are asked to compare pairs of resources. First experiments show that this new approach compares with, and sometimes improves, the classical one.
Fichier principal
Vignette du fichier
ictai10pos.pdf (72.67 Ko) Télécharger le fichier
Origin : Publisher files allowed on an open archive
Loading...

Dates and versions

inria-00535566 , version 1 (11-11-2010)

Identifiers

  • HAL Id : inria-00535566 , version 1

Cite

Armelle Brun, Ahmad Hamad, Olivier Buffet, Anne Boyer. From "I like" to "I prefer" in Collaborative Filtering. International Conference on Tools with Artificial Intelligence - ICTAI 2010, Oct 2010, Arras, France. ⟨inria-00535566⟩
209 View
191 Download

Share

Gmail Facebook Twitter LinkedIn More