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    Article

    Deep adversarial reconstruction classification network for unsupervised domain adaptation

    Although the existing adversarial domain adaptation methods have been successfully applied in the unsupervised domain adaptation community, their performances may perhaps be weakened due to a significant distr...

    Jiawei Lin, Zekang Bian, Shitong Wang in International Journal of Machine Learning … (2024)

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    Article

    Self-paced and Bayes-decision-rule linear KNN prediction

    While a testing sample may be first encoded linearly with labeled samples and then classified with KNN on the sum of the obtained weights of the samples in each class so as to avoid the consistent distribution...

    ** Zhang, Zekang Bian, Shitong Wang in International Journal of Machine Learning … (2022)

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    Article

    Multi-view local linear KNN classification: theoretical and experimental studies on image classification

    When handling special multi-view scenarios where data from each view keep the same features, we may perhaps encounter two serious challenges: (1) samples from different views of the same class are less similar...

    Zhibin Jiang, Zekang Bian, Shitong Wang in International Journal of Machine Learning … (2020)