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conference paper

Increasing user decision accuracy using suggestions

Pu, Pearl  
•
Viappiani, Paolo  
•
Faltings, Boi  
2006
Conference on Human Factors in Computing Systems - Proceedings

The internet presents people with an increasingly bewildering variety of choices. Online consumers have to rely on computerized search tools to find the most preferred option in a reasonable amount of time. Recommender systems address this problem by searching for options based on a model of the user's preferences. We consider example critiquing as a methodology for mixed-initiative recommender systems. In this technique, users volunteer their preferences as critiques on examples. It is thus important to stimulate their preference expression by selecting the proper examples, called suggestions. We describe the look-ahead principle for suggestions and describe several suggestion strategies based on it. We compare them in simulations and, for the first time, report a set of user studies which prove their effectiveness in increasing users' decision accuracy by up to 75%. Copyright 2006 ACM.

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Type
conference paper
DOI
10.1145/1124772.1124793
Author(s)
Pu, Pearl  
Viappiani, Paolo  
Faltings, Boi  
Date Issued

2006

Publisher

Association for Computing Machinery, New York, NY 10036-5701, United States

Published in
Conference on Human Factors in Computing Systems - Proceedings
Volume

1

Start page

121

End page

130

Subjects

User interfaces

•

Decision theory

•

Internet

•

Online systems

•

Consumer electronics

•

Problem solving

•

Computer simulation

Note

Human Computer Interaction Group(HCI), Ecole Polytechnique Federale de Lausanne (EPFL), Station 14, 1014 Lausanne, Switzerland

Editorial or Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
GR-PU  
LIA  
Available on Infoscience
January 14, 2008
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/16208
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