DocumentCode :
53546
Title :
SOS: A Distributed Mobile Q&A SystemBased on Social Networks
Author :
Haiying Shen ; Ze Li ; Guoxin Liu ; Jin Li
Author_Institution :
Dept. of Electr. & Comput. Eng., Clemson Univ., Clemson, SC, USA
Volume :
25
Issue :
4
fYear :
2014
fDate :
Apr-14
Firstpage :
1066
Lastpage :
1077
Abstract :
Recently, emerging research efforts have been focused on question and answer (Q&A) systems based on social networks. The social-based Q&A systems can answer non-factual questions, which cannot be easily resolved by web search engines. These systems either rely on a centralized server for identifying friends based on social information or broadcast a user´s questions to all of its friends. Mobile Q&A systems, where mobile nodes access the Q&A systems through Internet, are very promising considering the rapid increase of mobile users and the convenience of practical use. However, such systems cannot directly use the previous centralized methods or broadcasting methods, which generate high cost of mobile Internet access, node overload, and high server bandwidth cost with the tremendous number of mobile users. We propose a distributed Social-based mObile Q&A System (SOS) with low overhead and system cost as well as quick response to question askers. SOS enables mobile users to forward questions to potential answerers in their friend lists in a decentralized manner for a number of hops before resorting to the server. It leverages lightweight knowledge engineering techniques to accurately identify friends who are able to and willing to answer questions, thus reducing the search and computation costs of mobile nodes. The trace-driven simulation results show that SOS can achieve a high query precision and recall rate, a short response latency and low overhead. We have also deployed a pilot version of SOS for use in a small group in Clemson University. The feedback from the users shows that SOS can provide high-quality answers.
Keywords :
Internet; knowledge engineering; mobile computing; question answering (information retrieval); search engines; social networking (online); Clemson University; SOS; Web search engines; broadcasting methods; centralized server; distributed mobile Q&A system; distributed social-based mobile Q&A system; lightweight knowledge engineering techniques; mobile Internet access; mobile nodes; nonfactual questions; question and answer systems; quick response; response latency; server bandwidth cost; social information; social networks; social-based Q&A systems; trace-driven simulation; Internet; Mobile communication; Mobile computing; Motion pictures; Servers; Twitter; Question and answer systems; online social networks; peer to peer networks;
fLanguage :
English
Journal_Title :
Parallel and Distributed Systems, IEEE Transactions on
Publisher :
ieee
ISSN :
1045-9219
Type :
jour
DOI :
10.1109/TPDS.2013.130
Filename :
6514871
Link To Document :
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