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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)

  2. No Access

    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)

  3. Article

    Open Access

    Disentangled Graph Recurrent Network for Document Ranking

    BERT-based ranking models are emerging for its superior natural language understanding ability. All word relations and representations in the concatenation of query and document are modeled in the self-attenti...

    Qian Dong, Shuzi Niu, Tao Yuan, Yucheng Li in Data Science and Engineering (2022)