Followee recommendation based on text analysis of micro-blogging activity

被引:47
作者
Armentano, M. G. [1 ]
Godoy, D. [1 ]
Amandi, A. A. [1 ]
机构
[1] CONICET UNICEN, ISISTAN Res Inst, RA-7000 Paraje Arroyo Seco, Tandil, Argentina
关键词
Micro-blogging; Text mining; Recommender systems;
D O I
10.1016/j.is.2013.05.009
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Nowadays, more and more users keep up with news through information streams coming from real-time micro-blogging activity offered by services such as Twitter. In these sites, information is shared via a followers/followees social network structure in which a follower receives all the micro-blogs from his/her followees. Recent research efforts on understanding micro-blogging as a novel form of communication and news spreading medium have identified three different categories of users in these systems: information sources, information seekers and friends. As social networks grow in the number of registered users, finding relevant and reliable users to receive interesting information becomes essential. In this paper we propose a followee recommender system based on both the analysis of the content of micro-blogs to detect users interests and in the exploration of the topology of the network to find candidate users for recommendation. Experimental evaluation was conducted in order to determine the impact of different profiling strategies based on the text analysis of micro-blogs as well as several factors that allows the identification of users acting as good information sources. We found that user-generated content available in the network is a rich source of information for profiling users and finding like-minded people. (C) 2013 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1116 / 1127
页数:12
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