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Time-Aware Diversified Query Suggestion

Published: 23 May 2018 Publication History

Abstract

In this paper, we study query suggestion diversi cation for time- aware queries, where query suggestions are diversified from multiple dimensions (e.g., topic and time). More precisely, we introduce the method of Time-aware Diversified Query Suggestion (TDQS) which ensures that the generated suggested queries indicate possible time points in which a searcher who issued the original query may be interested. Preliminary experiments on AOL query log demonstrate that our proposed method can significantly improve the diversity and relevance e ectiveness for time-aware queries in comparison with two state-of-the-art methods.

References

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Charles LA Clarke, Maheedhar Kolla, Gordon V Cormack, Olga Vechtomova, Azin Ashkan, Stefan Büttcher, and Ian MacKinnon. 2008. Novelty and diversity in information retrieval evaluation. In Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval. 659-- 666.
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Mihajlo Grbovic, Nemanja Djuric, Vladan Radosavljevic, Fabrizio Silvestri, and Narayan Bhamidipati. 2015. Context- and Content-aware Embeddings for Query Rewriting in Sponsored Search. In International ACM SIGIR Conference on Research and Development in Information Retrieval.
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Hao Ma, Michael R Lyu, and Irwin King. 2010. Diversifying Query Suggestion Results. In Proceedings of the 24th AAAI Conference on Artificial Intelligence, Vol. 10.
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Cited By

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  • (2023)DIPT: Diversified Personalized Transformer for QAC systems2023 13th International Conference on Computer and Knowledge Engineering (ICCKE)10.1109/ICCKE60553.2023.10326229(019-023)Online publication date: 1-Nov-2023

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Published In

cover image ACM Conferences
JCDL '18: Proceedings of the 18th ACM/IEEE on Joint Conference on Digital Libraries
May 2018
453 pages
ISBN:9781450351782
DOI:10.1145/3197026
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.

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 23 May 2018

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Author Tags

  1. diversification
  2. query suggestion
  3. time

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  • Poster

Funding Sources

  • National Social Science Foundation of China under Grant

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JCDL '18
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JCDL '18 Paper Acceptance Rate 26 of 71 submissions, 37%;
Overall Acceptance Rate 415 of 1,482 submissions, 28%

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  • (2023)DIPT: Diversified Personalized Transformer for QAC systems2023 13th International Conference on Computer and Knowledge Engineering (ICCKE)10.1109/ICCKE60553.2023.10326229(019-023)Online publication date: 1-Nov-2023

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