人工智能安全及应用、低质数据挖掘与学习、遥感影像智能解译、对抗性机器学习。
期刊论文：
[1] 黄林庆, Zhunga Liu, and Jean Dezert. Cross-domain Pattern Classification with Distribution Adaptation Based on Evidence Theory, IEEE Transactions on Cybernetics, 2023. (ESI高被引论文)
[2] 黄林庆, Wangbo Zhao, Yong Liu, Duo Yang, Alan Wee-Chung Liew, and Yang You. An Evidential Multi-target Domain Adaptation Method for Cross-domain Pattern Classification, IEEE Transactions on Neural Networks and Learning Systems, 2024.
[3] 黄林庆, Jinfu Fan, and Alan Wee-Chung Liew. Integration of Multi-kinds Imputation with Covariance Adaptation Based on Evidence Theory, IEEE Transactions on Neural Networks and Learning Systems, 2024.
[4] 黄林庆, and Gongshen Liu. Convolutional Feature Aggregation Network with Self-supervised Learning and Decision Fusion for SAR Target Recognition, IEEE Transactions on Instrumentation and Measurement, 2024.
[5] 黄林庆. Combination of Information in Labeled and Unlabeled Data via Evidence Theory, IEEE Transactions on Artificial Intelligence, 2024.
[6] 黄林庆, Zhunga Liu, Quan Pan, and Dezert Jean. Evidential Combination of Augmented Multi-source of Information Based on Domain Adaptation, Science China Information Sciences, 2020.
[7] 黄林庆, Wangbo Zhao, Alan Wee-Chung Liew, and Yang You. An Evidential Combination Method with Multicolor Spaces for Remote Sensing Image Scene Classification, Information Fusion, 2023.
[8] 黄林庆, Jinfu Fan, Wangbo Zhao, and Yang You. A New Multi-source Transfer Learning Method Based on Two-stage Weighted Fusion, Knowledge-Based Systems, 2023.
[9] Zhunga Liu, 黄林庆, Kuang Zhou, and Thierry Denoeux. Combination of Transferable Classification with Multisource Domain Adaptation Based on Evidential Reasoning, IEEE Transactions on Neural Networks and Learning Systems, 2021. (ESI高被引论文)
[10] Jinfu Fan, 黄林庆, Chaoyu Gong, Yang You, Min Gan and Zhongjie Wang. KMT-PLL: K-means Cross-attention Transformer for Partial Label Learning, IEEE Transactions on Neural Networks and Learning Systems, 2024.
[11] Jinfu Fan, Yang Yu, 黄林庆, and Zhongjie Wang. GraphDPI: Partial Label Disambiguation by Graph Representation Learning via Mutual Information Maximization, Pattern Recognition, 2023.
[12] Zhunga Liu, Jingfei Duan, 黄林庆, Yongqiang Zhao, and Dezert Jean. Combination of Classifiers with Incomplete Frames of Discernment, Chinese Journal of Aeronautics, 2022.
会议论文：
[1] 黄林庆，Jinfu Fan, Shilin Wang, Gongshen Liu, and Shouxuan, Liu. Towards A Distribution Alignment Framework for Incomplete Data Classification, IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2025.
[2] 黄林庆，Jinfu Fan, and Kai Xu. SAR Target Recognition Based on Convolutional Feature Aggregation and Decision Combination, IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2024.
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