Search Results for author: Jinyan Li

Found 2 papers, 0 papers with code

A binary PSO based ensemble under-sampling model for rebalancing imbalanced training data

no code implementations31 Jan 2025 Jinyan Li, Yaoyang Wu, Simon Fong, Antonio J. Tallón-Ballesteros, Xin-She Yang, Sabah Mohammed, Feng Wu

Ensemble technique and under-sampling technique are both effective tools used for imbalanced dataset classification problems.

Mixture Data for Training Cannot Ensure Out-of-distribution Generalization

no code implementations25 Dec 2023 Songming Zhang, Yuxiao Luo, Qizhou Wang, Haoang Chi, Xiaofeng Chen, Bo Han, Jinyan Li

Deep neural networks often face generalization problems to handle out-of-distribution (OOD) data, and there remains a notable theoretical gap between the contributing factors and their respective impacts.

Data Augmentation Out-of-Distribution Generalization

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