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General Information
    • ISSN: 2010-3697
    • Frequency: Bimonthly
    • DOI: 10.7763/IJMO
    • Editor-in-Chief: Prof. Adrian Olaru
    • Executive Editor: Ms.Yoyo Y. Zhou
    • Abstracting/ Indexing: Engineering & Technology Digital Library, ProQuest, Crossref, Electronic Journals Library, DOAJ, Google Scholar, EI (INSPEC, IET).
    • E-mail ijmo@iacsitp.com
Editor-in-chief
Prof. Adrian Olaru
University Politehnica of Bucharest, Romania
I'm happy to take on the position of editor in chief of IJMO. It's a journal that shows promise of becoming a recognized journal in the area of modelling and optimization. I'll work together with the editors to help it progress.
IJMO 2016 Vol.6(1): 45-48 ISSN: 2010-3697
DOI: 10.7763/IJMO.2016.V6.501

An Algorithm Model For Incremental Dectection of Spam Reviews

Maoan Wang, Jun Sun, Yifan Wu, and Guoshi Wu
Abstract—Surging smartphone use and pervasive O2O services mean customers can post their reviews about restaurants and shops online. However, many merchants may hire some people to post positive but fraud reviews in order to attract more customers. Therefore, a model need to be built to detect spam reviews. In this paper, firstly, we build a detection model using traditional batch processing which view the detection as a binary classification problem. Next, since many reviews are coming sequentially, batch processing is not efficient and useful. We will use another incremental algorithm—Hoeffding Option Tree to update the model without processing the past data repeatedly. We find that the incremental method can drastically improve the speed and the accuracy is also satisfying.

Index Terms—Incremental classification, fraud review, hoeffding option tree.

Maoan Wang, Yifan Wu, Guoshi Wu are with Beijing University of Posts and Telecommunications, Beijing, China (e-mail: 2011213174@bupt.edu.cn, pain@bupt.edu.cn, guoshiwu@bupt.edu.cn).
Jun Sun is with Information Center, China Waterborne Transport Research Institute, MOT, Beijing, China (e-mail: sunjun@wti.ac.cn).

[PDF]

Cite: Maoan Wang, Jun Sun, Yifan Wu, and Guoshi Wu, "An Algorithm Model For Incremental Dectection of Spam Reviews," International Journal of Modeling and Optimization vol. 6, no. 1, pp. 45-48, 2016.

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