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research article

Preference-based Search using Example-Critiquing with Suggestions

Viappiani, Paolo  
•
Faltings, Boi  
•
Pu, Pearl  
2006
Journal of Artificial Intelligence Research (JAIR)

We consider interactive tools that help users search for their most preferred item in a large collection of options. In particular, we examine example-critiquing, a technique for enabling users to incrementally construct preference models by critiquing example options that are presented to them. We present novel techniques for improving the example-critiquing technology by adding suggestions to its displayed options. Such suggestions are calculated based on an analysis of users' current preference model and their potential hidden preferences. We evaluate the performance of our model-based suggestion techniques with both synthetic and real users. Results show that such suggestions are highly attractive to users and can stimulate them to express more preferences to improve the chance of identifying their most preferred item by up to 78%.

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Type
research article
DOI
10.1613/jair.2075
Web of Science ID

WOS:000242943700003

Author(s)
Viappiani, Paolo  
Faltings, Boi  
Pu, Pearl  
Date Issued

2006

Published in
Journal of Artificial Intelligence Research (JAIR)
Volume

27

Start page

465

End page

503

Editorial or Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
GR-PU  
LIA  
Available on Infoscience
January 5, 2007
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/238677
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