DocumentCode :
3588708
Title :
SmartQ: A question and answer system for supplying high-quality and trustworthy answers
Author :
Yuhua Lin ; Haiying Shen
Author_Institution :
Dept. of Electr. & Comput. Eng., Clemson Univ., Clemson, SC, USA
fYear :
2014
Firstpage :
744
Lastpage :
751
Abstract :
Question and Answer (Q&A) systems aggregate the collected intelligence of all users to provide satisfying answers for questions. A well-developed Q&A system should incorporate features such as high question response rate, high answer quality, a spam-free environment for users. Previous works use reputation systems to achieve the goals. However, these reputation systems evaluate a user with an overall rating for all questions the user has answered regardless of the question categories, thus the reputation score does not accurately reflect the user´s ability to answer a question in a specific category. We propose SmartQ: a reputation based Q&A System. SmartQ employs a category and theme based reputation management system to evaluate users´ willingness and capability to answer various kinds of questions. The reputation system facilitates the forwarding of a question to favorable experts, which improves the question response rate and answer quality. Also, SmartQ incorporates a lightweight spammer detection method to identify potential spammers. Our trace-driven simulation on PeerSim demonstrates the effectiveness of SmartQ in providing a good user experience. We then develop a real application of SmartQ and deploy it for use in a student group in Clemson University. The user feedback shows that SmartQ can provide high-quality answers for users in a community.
Keywords :
question answering (information retrieval); trusted computing; Clemson University; PeerSim; SmartQ; high-quality answers; lightweight spammer detection method; question and answer system; reputation based Q&A system; reputation score; spam-free environment; theme based reputation management system; trace-driven simulation; trustworthy answers; user experience; user willingness evaluation; Aggregates; Communities; Delays; Fans; IEEE Potentials; Mathematical model; Social network services; Question and answer system; Real application; question category; reputation system; spammer detection;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Parallel and Distributed Systems (ICPADS), 2014 20th IEEE International Conference on
Type :
conf
DOI :
10.1109/PADSW.2014.7097877
Filename :
7097877
Link To Document :
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