Finding Time-Critical Responses for Information Seeking in Social Media

被引:1
|
作者
Ranganath, Suhas [1 ]
Wang, Suhang [1 ]
Hu, Xia [2 ]
Tang, Jiliang [3 ]
Liu, Huan [1 ]
机构
[1] Arizona State Univ, Tempe, AZ 85287 USA
[2] Texas A&M Univ, College Stn, TX 77843 USA
[3] Yahoo Labs, Sunnyvale, CA USA
关键词
Timely Information; Q&A; Situational Awareness;
D O I
10.1109/ICDM.2015.110
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Social media is being increasingly used to request information and help in situations like natural disasters, where time is a critical commodity. However, generic social media platforms are not explicitly designed for timely information seeking, making it difficult for users to obtain prompt responses. Algorithms to ensure prompt responders for questions in social media have to understand the factors affecting their response time. In this paper, we draw from sociological studies on information seeking and organizational behavior to model the future availability and past response behavior of the candidate responders. We integrate these criteria with their interests to identify users who can provide timely and relevant responses to questions posted in social media. We propose a learning algorithm to derive optimal rankings of responders for a given question. We present questions posted on Twitter as a form of information seeking activity in social media. Our experiments demonstrate that the proposed framework is useful in identifying timely and relevant responders for questions in social media.
引用
收藏
页码:961 / 966
页数:6
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