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Interactive clustering: A comprehensive review
University of Skövde, School of Informatics. University of Skövde, Informatics Research Environment. (Skövde Artificial Intelligence Lab SAIL)ORCID iD: 0000-0002-2415-7243
University of Skövde, School of Informatics. University of Skövde, Informatics Research Environment. (Skövde Artificial Intelligence Lab SAIL)ORCID iD: 0000-0001-6245-5850
University of Skövde, School of Informatics. University of Skövde, Informatics Research Environment. Jönköping University, Department of Computer Science and Informatics, School of Engineering, Jönköping, Sweden. (Skövde Artificial Intelligence Lab SAIL)ORCID iD: 0000-0003-2900-9335
University of Halmstad, School of Information Technology, Halmstad, Sweden.
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2020 (English)In: ACM Computing Surveys, ISSN 0360-0300, E-ISSN 1557-7341, Vol. 53, no 1, article id 1Article in journal (Refereed) Published
Abstract [en]

In this survey, 105 papers related to interactive clustering were reviewed according to seven perspectives: (1) on what level is the interaction happening, (2) which interactive operations are involved, (3) how user feedback is incorporated, (4) how interactive clustering is evaluated, (5) which data and (6) which clustering methods have been used, and (7) what outlined challenges there are. This article serves as a comprehensive overview of the field and outlines the state of the art within the area as well as identifies challenges and future research needs.

Place, publisher, year, edition, pages
Association for Computing Machinery (ACM), 2020. Vol. 53, no 1, article id 1
Keywords [en]
Clustering, Evaluation, Feedback, Interaction, Interactive, User, Surveys, Computer science
National Category
Computer Sciences Human Computer Interaction
Research subject
Skövde Artificial Intelligence Lab (SAIL)
Identifiers
URN: urn:nbn:se:his:diva-18266DOI: 10.1145/3340960ISI: 000582585800001Scopus ID: 2-s2.0-85079573488OAI: oai:DiVA.org:his-18266DiVA, id: diva2:1403063
Note

Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the owner/author(s). © 2020 Copyright held by the owner/author(s).

Available from: 2020-02-28 Created: 2020-02-28 Last updated: 2020-11-17Bibliographically approved

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Bae, JuheeHelldin, ToveRiveiro, MariaFalkman, Göran

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