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    Chapter and Conference Paper

    A Joint Learning Model for Open Set Recognition with Post-processing

    In open set recognition (OSR), the model not only needs to correctly recognize known class samples, but also needs to be able to effectively reject unknown samples. To address this problem, we propose a joint ...

    Qinglin Li, Guanyu **ng, Yanli Liu in Neural Information Processing (2023)

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    Chapter and Conference Paper

    Nonparametric Discriminant Analysis Based on the Trace Ratio Criterion

    Feature extraction is a hot topic in machine learning and pattern recognition. This paper proposes a new nonparametric linear feature extraction method called nonparametric discriminant analysis based on the t...

    ** Liu, Qianqian Ge, Yanli Liu, **g Dai in Intelligence Science and Big Data Engineer… (2015)