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  1. Article

    Open Access

    Intuitionistic Fuzzy Extreme Learning Machine with the Truncated Pinball Loss

    Fuzzy extreme learning machine (FELM) is an effective algorithm for dealing with classification problems with noises, which uses a membership function to effectively suppress noise in data. However, FELM has t...

    Qingyun Gao, Qing Ai, Wenhui Wang in Neural Processing Letters (2024)

  2. Article

    Open Access

    TLC-XML: Transformer with Label Correlation for Extreme Multi-label Text Classification

    Extreme multi-label text classification (XMTC) annotates related labels for unknown text from large-scale label sets. Transformer-based methods have become the dominant approach for solving the XMTC task due t...

    Fei Zhao, Qing Ai, **angna Li, Wenhui Wang, Qingyun Gao in Neural Processing Letters (2024)

  3. No Access

    Article

    An improved MLTSVM using label-specific features with missing labels

    Multi-label twin support vector machine (MLTSVM) is an excellent multi-label classification algorithm, which has attracted much attention. Although MLTSVM can effectively solve the multi-label classification p...

    Qing Ai, Fei Li, **angna Li, Ji Zhao, Wenhui Wang, Qingyun Gao in Applied Intelligence (2023)