Repository logo

Infoscience

  • English
  • French
Log In
Logo EPFL, École polytechnique fédérale de Lausanne

Infoscience

  • English
  • French
Log In
  1. Home
  2. Academic and Research Output
  3. Conferences, Workshops, Symposiums, and Seminars
  4. A comparative study of compound critique generation in conversational recommender systems
 
conference paper

A comparative study of compound critique generation in conversational recommender systems

Zhang, Jiyong
•
Pu, Pearl  
2006
Adaptive Hypermedia and Adaptive Web-Based Systems. AH 2006

Critiquing techniques provide an easy way for users to feedback their preferences over one or several attributes of the products in a conversational recommender system. While unit critiques only allow users to critique one attribute of the products each time, a well-generated set of compound critiques enables users to input their preferences on several attributes at the same time, and can potentially shorten the interaction cycles in finding the target products. As a result, the dynamic generation of compound critiques is a critical issue for designing the critique-based conversational recommender systems. In earlier research the Apriori algorithm has been adopted to generate compound critiques from the given data set. In this paper we propose an alternative approach for generating compound critiques based on the multi-attribute utility theory (MAUT). Our approach automatically updates the weights of the product attributes as the result of the interactive critiquing process. This modification of weights is then used to determine the compound critiques according to those products with the highest utility values. Our experiments show that the compound critiques generated by this approach are more efficient in helping users find their target products than those generated by the Apriori algorithm. © Springer-Verlag Berlin Heidelberg 2006.

  • Files
  • Details
  • Metrics
Type
conference paper
DOI
10.1007/11768012_25
Web of Science ID

WOS:000239424300025

Author(s)
Zhang, Jiyong
Pu, Pearl  
Date Issued

2006

Publisher

Springer Verlag, Heidelberg, D-69121, Germany

Published in
Adaptive Hypermedia and Adaptive Web-Based Systems. AH 2006
Series title/Series vol.

Lecture Notes in Computer Science; 4018

Start page

234

End page

243

Subjects

Information retrieval

•

Speech analysis

•

User interfaces

•

Feedback

•

Interactive computer systems

•

Algorithms

•

Information analysis

Note

Human Computer Interaction Group, Ecole Polytechnique Federale de Lausanne (EPFL), Lausanne CH-1015, Switzerland

Editorial or Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
GR-PU  
Available on Infoscience
January 14, 2008
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/16210
Logo EPFL, École polytechnique fédérale de Lausanne
  • Contact
  • infoscience@epfl.ch

  • Follow us on Facebook
  • Follow us on Instagram
  • Follow us on LinkedIn
  • Follow us on X
  • Follow us on Youtube
AccessibilityLegal noticePrivacy policyCookie settingsEnd User AgreementGet helpFeedback

Infoscience is a service managed and provided by the Library and IT Services of EPFL. © EPFL, tous droits réservés