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  1. Article

    Which noise affects algorithm robustness for learning to rank

    When applying learning to rank algorithms in real search applications, noise in human labeled training data becomes an inevitable problem which will affect the performance of the algorithms. Previous work main...

    Shuzi Niu, Yanyan Lan, Jiafeng Guo, Shengxian Wan in Information Retrieval Journal (2015)

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    Article

    Modeling Temporal Dynamics of Users’ Purchase Behaviors for Next Basket Prediction

    Next basket prediction attempts to provide sequential recommendations to users based on a sequence of the user’s previous purchases. Ideally, a good prediction model should be able to explore the personalized ...

    Pengfei Wang, Yongfeng Zhang, Shuzi Niu in Journal of Computer Science and Technology (2019)

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    Chapter and Conference Paper

    Unify the Usage of Lexicon in Chinese Named Entity Recognition

    Lexicon plays a critical role in Chinese Named Entity Recognition (CNER). The major reason lies in that words in the lexicon, lexicon words for short, are highly related to entity mention boundaries. Most lexi...

    Wenjia Wu, Changyou Zhang, Shuzi Niu, Lin Shi in Database Systems for Advanced Applications (2023)