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Expertise community detection

Published: 25 July 2004 Publication History

Abstract

Providing knowledge workers with access to experts and communities-of-practice is central to sharing expertise and crucial to organizational performance, adaptation, and even survival. This paper covers ongoing research to develop an Expert Locator prototype, a model-based system for detecting experts and broader communities-of-practice. The underlying expertise model is extensible and supports aggregation of evidence across diverse sources. The prototype is being used to locate critical expertise in key project areas, and current evaluation indicates its potential effectiveness.

References

[1]
Yimam, D., (1999). Expert Finding Systems for Organizations: Domain Analysis and the DEMOIR approach. ECSCW 99 Workshop: Beyond Knowledge Management: Managing Expertise.
[2]
Maybury, M., D'Amore, R. and House, D. (2002). Automated Discovery and Mapping of Expertise. In Ackerman, M., Pipek, V. and Wulf, V. (eds.). Sharing Expertise: Beyond Knowledge Management, Cambridge: MIT Press
[3]
Chi, M., Glaser, R., & Farr, M. (eds.) (1988). The Nature of Expertise. Lawrence Erlbaum Associates, Publishers.
[4]
Granovetter, M. (1973). The Strength of Weak Ties. American Journal of Sociology 78 (May): 1360--1380.
[5]
Kleinberg, J., (1998) Authoritative Sources in a Hyperlinked Environment, Journal of the ACM, Vol. 46, No. 5, September 1999, pp. 604--632.
[6]
Montague, M. and Aslam, J. (2002) Condorcet fusion for improved retrieval. In Proc. 11th CIKM, pages 538--548.
[7]
Fox, E. A., Koushik, M. P. Shaw, J., Modlin, R., and Rao, D. Combining evidence from multiple searches. In D. Harman, editor, The First Text Retrieval Conference (TREC-1),p ages 319--328, Gaithersburg, MD, USA, Mar. 1993. U.S. Government Printing Office, Washington D.C.
[8]
McCune, B. and J. B. Grace. 2002. Analysis of Ecological Communities. MjM Software, Gleneden Beach, Oregon, USA

Cited By

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  • (2024)A comprehensive review of community detection in graphsNeurocomputing10.1016/j.neucom.2024.128169600(128169)Online publication date: Oct-2024
  • (2023)CLosER: Conversational Legal Longformer with Expertise-Aware Passage Response Ranker for Long ContextsProceedings of the 32nd ACM International Conference on Information and Knowledge Management10.1145/3583780.3614812(25-35)Online publication date: 21-Oct-2023
  • (2017)A survey on expert finding techniquesJournal of Intelligent Information Systems10.1007/s10844-016-0440-549:2(255-279)Online publication date: 1-Oct-2017
  • Show More Cited By

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  1. Expertise community detection

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    cover image ACM Conferences
    SIGIR '04: Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
    July 2004
    624 pages
    ISBN:1581138814
    DOI:10.1145/1008992
    Permission to make digital or hard copies of all or part 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 components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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    New York, NY, United States

    Publication History

    Published: 25 July 2004

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    Author Tags

    1. distributed retrieval
    2. expert finding
    3. expertise model
    4. fusion

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    Cited By

    View all
    • (2024)A comprehensive review of community detection in graphsNeurocomputing10.1016/j.neucom.2024.128169600(128169)Online publication date: Oct-2024
    • (2023)CLosER: Conversational Legal Longformer with Expertise-Aware Passage Response Ranker for Long ContextsProceedings of the 32nd ACM International Conference on Information and Knowledge Management10.1145/3583780.3614812(25-35)Online publication date: 21-Oct-2023
    • (2017)A survey on expert finding techniquesJournal of Intelligent Information Systems10.1007/s10844-016-0440-549:2(255-279)Online publication date: 1-Oct-2017
    • (2014)Semantic-Aware Expert PartitioningArtificial Intelligence: Methodology, Systems, and Applications10.1007/978-3-319-10554-3_2(13-24)Online publication date: 2014
    • (2014)Persistent Community Detection in Dynamic Social NetworksAdvances in Knowledge Discovery and Data Mining10.1007/978-3-319-06608-0_7(78-89)Online publication date: 2014
    • (2013)Recommending collaborators using keywordsProceedings of the 22nd International Conference on World Wide Web10.1145/2487788.2488091(959-962)Online publication date: 13-May-2013
    • (2013)ExpertRankDecision Support Systems10.1016/j.dss.2012.12.02054:3(1442-1451)Online publication date: 1-Feb-2013
    • (2010)Extraction, characterization and utility of prototypical communication groups in the blogosphereACM Transactions on Information Systems10.1145/1877766.187777229:1(1-53)Online publication date: 27-Dec-2010
    • (2009)Quality-aware collaborative question answeringProceedings of the Second ACM International Conference on Web Search and Data Mining10.1145/1498759.1498820(142-151)Online publication date: 9-Feb-2009
    • (2009)ExpertRankProceedings of the 2009 International Conference on New Trends in Information and Service Science10.1109/NISS.2009.75(674-679)Online publication date: 30-Jun-2009
    • Show More Cited By

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