Browsing by Author "Shi Yong"

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Browsing by Author "Shi Yong"

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  • Cleansing Noisy Data Streams 
    Zhu Xingquan; Zhang Peng; Wu Xindong; He Dan; Zhang Chengqi; Shi Yong (IEEE Computer Society, 2008)
    We identify a new research problem on cleansing noisy data streams which contain incorrectly labeled training examples. The objective is to accurately identify and remove mislabeled data, such that the prediction models ...
  • Multiple criteria programming models for VIP E-Mail behavior analysis 
    Zhang Peng; Zhu Xingquan; Zhang Zhiwang; Shi Yong (IOS Press, 2010)
    Excessive lose of customer account is becoming a major headache for VIP E-Mail hosting companies. Analysis of what kind of customer is more prone to lose and finding the appropriate measures to sustain those customers has ...
  • Robust Ensemble Learning For Mining Noisy Data Streams 
    Zhang Peng; Zhu Xingquan; Shi Yong; Guo Li; Wu Xindong (Elsevier Science Bv, 2011)
    In this paper, we study the problem of learning from concept drifting data streams with noise, where samples in a data stream may be mislabeled or contain erroneous values. Our essential goal is to build a robust prediction ...