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Assessing the term independence assumption in blind relevance feedback

Published: 15 August 2005 Publication History

Abstract

When applying blind relevance feedback for ad hoc document retrieval, is it possible to identify, a priori, the set of query terms that will most improve retrieval performance? Can this complex problem be reduced into the simpler one of making independent decisions about the performance effects of each query term? Our experiments suggest that, for the selection of terms for blind relevance feedback, the term independence assumption may be empirically justified.

References

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N. Abdul-Jaleel, J. Allan, W. B. Croft, F. Diaz, L. Larkey, X. Li, D. Metzler, M. D. Smucker, T. Strohman, H. Turtle, and C. Wade. UMass at TREC 2004: Notebook. In Proceedings of the Thirteenth Text REtrieval Conference (TREC 2004), 2004.
[2]
C. Carpineto, R. de Mori, G. Romano, and B. Bigi. An information-theoretic approach to automatic query expansion. ACM Transactions on Information Systems, 19(1):1--27, 2001.
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S. Gauch, J. Wang, and S. M. Rachakonda. A corpus analysis approach to automatic query expansion and its extension to multiple databases. ACM Transactions on Information Systems, 17(3):250--269, 1999.
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J. Xu and W. B. Croft. Improving the effectiveness of information retrieval with local context analysis. ACM Transactions on Information Systems, 18(1):79--112, 2000.

Cited By

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  • (2023)A Systematic Review of Automated Query Reformulations in Source Code SearchACM Transactions on Software Engineering and Methodology10.1145/360717932:6(1-79)Online publication date: 4-Jul-2023
  • (2021)The forgotten role of search queries in IR-based bug localization: an empirical studyEmpirical Software Engineering10.1007/s10664-021-10022-426:6Online publication date: 23-Aug-2021
  • (2018)The need for software specific natural language techniquesEmpirical Software Engineering10.1007/s10664-017-9566-523:4(2398-2425)Online publication date: 1-Aug-2018
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    cover image ACM Conferences
    SIGIR '05: Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
    August 2005
    708 pages
    ISBN:1595930345
    DOI:10.1145/1076034
    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: 15 August 2005

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    Author Tags

    1. automatic query expansion
    2. pseudorelevance feedback

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    Overall Acceptance Rate 792 of 3,983 submissions, 20%

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    Cited By

    View all
    • (2023)A Systematic Review of Automated Query Reformulations in Source Code SearchACM Transactions on Software Engineering and Methodology10.1145/360717932:6(1-79)Online publication date: 4-Jul-2023
    • (2021)The forgotten role of search queries in IR-based bug localization: an empirical studyEmpirical Software Engineering10.1007/s10664-021-10022-426:6Online publication date: 23-Aug-2021
    • (2018)The need for software specific natural language techniquesEmpirical Software Engineering10.1007/s10664-017-9566-523:4(2398-2425)Online publication date: 1-Aug-2018
    • (2012)A Survey of Automatic Query Expansion in Information RetrievalACM Computing Surveys10.1145/2071389.207139044:1(1-50)Online publication date: 1-Jan-2012
    • (2010)On the query reformulation technique for effective MEDLINE document retrievalJournal of Biomedical Informatics10.1016/j.jbi.2010.04.00543:5(686-693)Online publication date: 1-Oct-2010
    • (2007)Improving MEDLINE document retrieval using automatic query expansionProceedings of the 10th international conference on Asian digital libraries: looking back 10 years and forging new frontiers10.5555/1780653.1780696(241-249)Online publication date: 10-Dec-2007

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