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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Wenliang Li

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Open access Oct 2026

Generalized Gradient of Positive Adaptive-Compensation-Based for Fuzzy Hierarchical Classification

Hierarchical Takagi–Sugeno–Kang (TSK) fuzzy classifiers combine nonlinear modeling with rule-based decision structures for complex classification tasks. However, prediction errors may propagate through successive layers, and the contributions of different layers require careful consideration when combining their output...

Yue Xin, Wen-Liang Li, Ta Zhou · 0 citations
Open access Jul 2026

An Interpretable and Hierarchical Positive-Prior-Driven Student Evaluation Enhancement Decision-Making Strategy

A hierarchical student evaluation enhanced decision-making model which is based on a zero-order fuzzy classifier as the construction unit and achieves the collaborative optimization of evaluation efficiency and interpretability is proposed.

Aiqin Wang, Wenliang Li · 0 citations

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