Author

Bo Liu

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Sep 2026

Explainability-guided partial privileged learning: a class-aware weighted similarity approach

This work designs a class-aware weighted similarity strategy to accurately impute missing PI and dynamically assign confidence weights to the downstream SVM+ classifier and confirms EPPL as a highly robust solution for leveraging incomplete privileged information in complex environments.

Bo Liu, Yun-Long Sun, Yan-Shan Xiao et al. · Neural computing & applicati... · 0 citations

Jul 2026

Robust SMOTE-enhanced intuitionistic fuzzy LSTSVM for imbalanced and noisy data classification

Improved robustness in noisy and imbalanced settings is indicated, and the reduced performance variance across repeated trials indicates improved robustness in noisy and imbalanced settings.

Bo Liu, Jia-Jun Chen, Yanshan Xiao et al. · International Journal of Mac... · 0 citations

Jul 2026

Similarity-based multi-view positive and unlabeled learning

SMVPU first extracts reliable negative samples from the unlabeled set and assigns similarity-weighted values to the remaining unlabeled instances, and then incorporates multi-view representations to enhance feature compatibility and discriminability.

Bo Liu, Wentao Li, Fan Cao et al. · Applied intelligence (Boston... · 0 citations