Select, Link and Rank: Diversified Query Expansion and Entity Ranking using Wikipedia

Adit Krishnan, Deepak Padmanabhan, Sayan Ranu, Sameep Mehta

Research output: Chapter in Book/Report/Conference proceedingConference contribution

3 Citations (Scopus)
364 Downloads (Pure)

Abstract

A search query, being a very concise grounding of user intent, could potentially have many possible interpretations. Search engines hedge their bets by diversifying top results to cover multiple such possibilities so that the user is likely to be satisfied, whatever be her intended interpretation. Diversified Query Expansion is the problem of diversifying query expansion suggestions, so that the user can specialize the query to better suit her intent, even before perusing search results. We propose a method, Select-Link-Rank, that exploits semantic information from Wikipedia to generate diversified query expansions. SLR does collective processing of terms and Wikipedia entities in an integrated framework, simultaneously diversifying query expansions and entity recommendations. SLR starts with selecting informative terms from search results of the initial query, links them to Wikipedia entities, performs a diversity-conscious entity scoring and transfers such scoring to the term space to arrive at query expansion suggestions. Through an extensive empirical analysis and user study, we show that our method outperforms the state-of-the-art diversified query expansion and diversified entity recommendation techniques.
Original languageEnglish
Title of host publication17th International Conference on Web Information Systems Engineering (WISE 2016)
PublisherSpringer
Pages157-173
Number of pages17
ISBN (Electronic)978-3-319-48740-3
ISBN (Print)978-3-319-48739-7
DOIs
Publication statusPublished - 02 Nov 2016
EventWISE 2016: 17th International Conference on Web Information Systems Engineering - Shanghai, China
Duration: 07 Nov 201610 Nov 2016
http://www.wise-conferences.org/2016/

Publication series

NameLecture Notes in Computer Science
PublisherSpringer
Volume10041
ISSN (Print)0302-9743

Conference

ConferenceWISE 2016
CountryChina
CityShanghai
Period07/11/201610/11/2016
Internet address

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  • Cite this

    Krishnan, A., Padmanabhan, D., Ranu, S., & Mehta, S. (2016). Select, Link and Rank: Diversified Query Expansion and Entity Ranking using Wikipedia. In 17th International Conference on Web Information Systems Engineering (WISE 2016) (pp. 157-173). (Lecture Notes in Computer Science; Vol. 10041). Springer. https://doi.org/10.1007/978-3-319-48740-3_11