Entity Set Search of Scientific Literature: An Unsupervised Ranking Approach

Preprint English OPEN
Shen, Jiaming; Xiao, Jinfeng; He, Xinwei; Shang, Jingbo; Sinha, Saurabh; Han, Jiawei;
(2018)
  • Subject: Computer Science - Information Retrieval

Literature search is critical for any scientific research. Different from Web or general domain search, a large portion of queries in scientific literature search are entity-set queries, that is, multiple entities of possibly different types. Entity-set queries reflect ... View more
  • References (42)
    42 references, page 1 of 5

    [1] Joran Beel and Bela Gipp. 2009. Google Scholar's ranking algorithm: An Introductory Overview. In ISSI.

    [2] Avradeep Bhowmik and Joydeep Ghosh. 2017. LETOR Methods for Unsupervised Rank Aggregation. In WWW.

    [3] Pavel Brazdil and Christophe Giraud-Carrier. 2017. Metalearning and Algorithm Selection: progress, state of the art and introduction to the 2018 Special Issue. Machine Learning (2017).

    [4] David Carmel, Ming-Wei Chang, Evgeniy Gabrilovich, Bo-June Paul Hsu, and Kuansan Wang. 2014. ERD'14: entity recognition and disambiguation challenge. SIGIR Forum 48 (2014), 63-77.

    [5] Stéphane Clinchant and Éric Gaussier. 2010. Information-based models for ad hoc IR. In SIGIR.

    [6] Don Coppersmith, Lisa Fleischer, and Atri Rudra. 2006. Ordering by weighted number of wins gives a good ranking for weighted tournaments. In Proceedings of the seventeenth annual ACM-SIAM symposium on Discrete algorithm. Society for Industrial and Applied Mathematics, 776-782.

    [7] Jef Dalton, Laura Dietz, and James Allan. 2014. Entity query feature expansion using knowledge base links. In SIGIR.

    [8] Matthias Feurer, Aaron Klein, Katharina Eggensperger, Jost Tobias Springenberg, Manuel Blum, and Frank Hutter. 2015. Eficient and Robust Automated Machine Learning. In NIPS.

    [9] Edward A. Fox and Joseph A. Shaw. 1993. Combination of Multiple Searches. In TREC.

    [10] Darío Garigliotti and Krisztian Balog. 2017. On Type-Aware Entity Retrieval. In ICTIR.

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