Supporting Exploratory Search Tasks with Interactive User Modeling

Tuukka Ruotsalo, Kumaripaba Athukorala, Dorota Glowacka, Ksenia Konyushkova, Antti Oulasvirta, Samuli Kaipiainen, Samuel Kaski, Giulio Jacucci

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Abstract

This paper presents the design and study of interactive user
modeling to support exploratory search tasks. Contrary to
traditional interactions, such as query based search, query
suggestions, or relevance feedback, interactive user modeling
allows users to perceive the state of a user model at all
times and provide feedback that directly rewards or penalizes
it. The technique allows users to continuously tune the
system’s belief about their evolving information needs. We
demonstrate that such functionality is useful in exploratory
search where users need to get accustomed to a body of
literature in a domain. We conducted two experiments
where scientists carried out exploratory search tasks with
our implementation of an interactive user modeling and
retrieval system (SciNet) and two baselines: SciNet from
which interactive user modeling was excluded and a realworld
baseline (Google Scholar). The results show that interactive
user modeling can help users to more effectively
find relevant, novel and diverse results without compromises
in task execution time.
Original languageEnglish
Title of host publicationASIST 2013 Proceedings of the 76th ASIS&T Annual Meeting : Beyond the Cloud : Rethinking Information Boundaries
EditorsAndrew Grove
Number of pages10
Place of PublicationMaryland, USA
PublisherRichard B. Hill
Publication date1 Nov 2013
ISBN (Print)0-87715-545-3
Publication statusPublished - 1 Nov 2013
MoE publication typeA4 Article in conference proceedings
Event76th ASIS&T Annual Meeting - Beyond the Cloud : Rethinking Information Boundaries - Montreal, Canada
Duration: 1 Nov 20136 Nov 2013
Conference number: ASIST 2013

Publication series

NameAmerican Society for Information Science & Technology. Annual Meeting Proceedings
PublisherInformation Today, Inc.
Volume50
ISSN (Print)0044-7870

Fields of Science

  • 113 Computer and information sciences

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