Semantic query suggestion using Twitter Entities

被引:9
作者
Anagnostopoulos, Ioannis [1 ]
Razis, Gerasimos [1 ]
Mylonas, Phivos [2 ]
Anagnostopoulos, Christos-Nikolaos [3 ]
机构
[1] Univ Thessaly, Comp Sci & Biomed Informat Dept, Thessaly, Greece
[2] Ionian Univ, Dept Informat, Kerkira, Greece
[3] Univ Aegean, Cultural Technol & Commun Dept, Aegean, Greece
关键词
Query suggestion; Microblogging; Viral content; Twitter;
D O I
10.1016/j.neucom.2014.12.090
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
There are many web information management methods and techniques that help search engines and news services to provide useful suggestions with respect to queries, thus facilitating the users' search. However, the penetration of microblogging services in our daily life demands to also consider social sphere as far as query suggestion is concerned. Towards this direction, we introduce an algorithmic approach capable of creating a dynamic query suggestion set, which consist of the most viral and trendy Twitter Entities (that is hashtags, user mentions and URLs) with respect to a user's query. For evaluation purposes, we firstly compare the results derived from two case studies, against the suggestions of popular services like Google News, Yahoo! News, Bing News, and Reuters. In addition we further evaluate our approach with subjective user ratings against Google Trends service. Finally, we provide comparative results that clearly show that our proposal outperforms other methods and baselines in the respective literature. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:137 / 150
页数:14
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