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Predicting when browsing context is relevant to search

Published: 20 July 2008 Publication History

Abstract

We investigate a representative case of sudden information need change of Web users. By analyzing search engine query logs, we show that the majority of queries submitted by users after browsing documents in the news domain are related to the most recently browsed document. We investigate ways of identifying whether a query is a good candidate for contextualization conditioned on the most recently browsed document by a user. We build a successful classifier for this task, which achieves 96% precision at 90% recall.

References

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C. Cool and A. Spink. Issues of context in information retrieval: an introduction to the special issue. Information Processing and Management, 38(5):605--611, 2002.
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P. Ingwersen and K. Järvelina. The Turn: Integration of Information Seeking and Retrieval in Context. Springer, 2005.
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F. Qiu and J. Cho. Automatic identification of user interest for personalized search. In Proceedings WWW'06, pages 727--736, 2006.
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X. Shen and C. Zhai. Exploiting query history for document ranking in interactive information retrieval. In Proc. of SIGIR'03, pages 377--378, 2003.
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K. Sugiyama, K. Hatano, and M. Yoshikawa. Adaptive web search based on user profile constructed without any effort from users. In Proceedings of WWW'04, pages 675--684, 2004.
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J. Teevan, S. T. Dumais, and E. Horvitz. Characterizing the value of personalizing search. In Proceedings of SIGIR'07, pages 757--758, 2007.

Cited By

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  • (2021)Recommending Search Queries in Documents Using Inter N-Gram SimilaritiesProceedings of the 2021 ACM SIGIR International Conference on Theory of Information Retrieval10.1145/3471158.3472252(211-220)Online publication date: 11-Jul-2021
  • (2017)Modeling user interests from web browsing activitiesData Mining and Knowledge Discovery10.1007/s10618-016-0482-x31:2(502-547)Online publication date: 1-Mar-2017
  • (2015)Predicting Search Intent Based on Pre-Search ContextProceedings of the 38th International ACM SIGIR Conference on Research and Development in Information Retrieval10.1145/2766462.2767757(503-512)Online publication date: 9-Aug-2015
  • Show More Cited By

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    cover image ACM Conferences
    SIGIR '08: Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
    July 2008
    934 pages
    ISBN:9781605581644
    DOI:10.1145/1390334
    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: 20 July 2008

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    Author Tags

    1. contextualized web search
    2. query expansion
    3. query log analysis

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

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    Cited By

    View all
    • (2021)Recommending Search Queries in Documents Using Inter N-Gram SimilaritiesProceedings of the 2021 ACM SIGIR International Conference on Theory of Information Retrieval10.1145/3471158.3472252(211-220)Online publication date: 11-Jul-2021
    • (2017)Modeling user interests from web browsing activitiesData Mining and Knowledge Discovery10.1007/s10618-016-0482-x31:2(502-547)Online publication date: 1-Mar-2017
    • (2015)Predicting Search Intent Based on Pre-Search ContextProceedings of the 38th International ACM SIGIR Conference on Research and Development in Information Retrieval10.1145/2766462.2767757(503-512)Online publication date: 9-Aug-2015
    • (2014)Linking to Web Knowledge Bases and Applications to Web SearchProceedings of the 7th International Workshop on Exploiting Semantic Annotations in Information Retrieval10.1145/2663712.2666199(3-3)Online publication date: 7-Nov-2014
    • (2013)Personalization of web-search using short-term browsing contextProceedings of the 22nd ACM international conference on Information & Knowledge Management10.1145/2505515.2505679(1979-1988)Online publication date: 27-Oct-2013
    • (2012)Anticipatory searchProceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval10.1145/2348283.2348456(1035-1036)Online publication date: 12-Aug-2012
    • (2011)Designing mobile search interface with query term extractionProceedings of the 15th international conference on Knowledge-based and intelligent information and engineering systems - Volume Part III10.5555/2041420.2041430(67-76)Online publication date: 12-Sep-2011
    • (2010)First query term extraction from current webpage for mobile applicationsProceedings of the 9th International Conference on Mobile and Ubiquitous Multimedia10.1145/1899475.1899494(1-9)Online publication date: 1-Dec-2010
    • (2008)Using the current browsing context to improve search relevanceProceedings of the 17th ACM conference on Information and knowledge management10.1145/1458082.1458351(1493-1494)Online publication date: 26-Oct-2008

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