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Query performance prediction for information retrieval based on covering topic score
Lang, Hao ; Wang, Bin ; Jones, Gareth J.F.; Li, Jintao ; Ding, Fan ; Liu, Yi-Xuan
We present a statistical method called Covering Topic Score (CTS) to predict query performance for information retrieval. Estimation is based on how well the topic of a user's query is covered by documents retrieved from a certain retrieval system. Our approach is conceptually simple and intuitive, and can be easily extended to incorporate features beyond bag-of-words such as phrases and proximity of terms. Experiments demonstrate that CTS significantly correlates with query performance in a variety of TREC test collections, and in particular CTS gains more prediction power benefiting from features of phrases and proximity of terms. We compare CTS with previous state-of-the-art methods for query performance prediction including clarity score and robustness score. Our experimental results show that CTS consistently performs better than, or at least as well as, these other methods. In addition to its high effectiveness, CTS is also shown to have very low computational complexity, meaning that it can be practical for real applications.
Keyword(s): Information retrieval; information storage and retrieval; information search and retrieval; query performance prediction; covering topic score
Publication Date:
2008
Type: Other
Peer-Reviewed: Unknown
Language(s): English
Institution: Dublin City University
Citation(s): Lang, Hao , Wang, Bin , Jones, Gareth J.F. ORCID: 0000-0003-2923-8365 <https://orcid.org/0000-0003-2923-8365>, Li, Jintao , Ding, Fan and Liu, Yi-Xuan (2008) Query performance prediction for information retrieval based on covering topic score. Journal of Computer Science and Technology, 23 (4). pp. 590-601. ISSN 1860-4749
Publisher(s): Springer-Verlag
File Format(s): application/pdf
Related Link(s): http://doras.dcu.ie/16507/1/Query_Performance_Prediction_for_Information_Retrieval_Based_on_Covering_Topic_Score.pdf,
http://dx.doi.org/10.1007/s11390-008-9155-6
First Indexed: 2011-08-25 05:16:37 Last Updated: 2019-02-09 06:48:10