王玉龙,华中农业大学信息学院,教授,博士生导师。博士毕业于澳门大学,曾于新加坡南洋理工大学担任研究员。先后主持国家自然科学基金面上项目与青年项目,以独立作者/第一作者/唯一通讯作者在IEEE TPAMI、IEEE TIP、IEEE TSP、Pattern Recognition、IJCAI、AAAI等国际顶级期刊和学术会议上发表SCI和EI论文40余篇。长期从事机器学习和模式识别的理论、算法和应用研究,致力于设计可解释性高、泛化能力强和扩展性好的机器学习算法,建立相应的理论解释和保证,并将其应用于解决现实世界中的问题。
本课题组欢迎有志于从事机器学习相关领域研究的本科和研究生同学加入。邮箱:ylwang@mail.hzau.edu.cn
主讲课程:《机器学习》、《机器学习导引》
主要研究方向:机器学习,模式识别
代表性成果:
Yutao Hu (博士生), Yulong Wang* (唯一通讯), Libin Wang, Han Li, Hong Chen, and Yuan Yan Tang, "Tensor Nuclear Norm based Multi-channel Atomic Representation for Robust Face Recognition," IEEE Transactions on Image Processing (TIP), vol. 34, pp. 1311-1325, 2025. (中科院一区Top,CCF A)
Zhiyang Gong (硕士生), Jie Yu, Yutao Hu, Yulong Wang* (唯一通讯), "Flexible Generalized Low-Rank Regularizer for Tensor RPCA," International Joint Conference on Artificial Intelligence (IJCAI), Main Track, 2025. (CCF A)
Libin Wang (博士生), Yulong Wang*(共同通讯), Xinwei He*, Qiwei Xie, Kit Ian Kou, and Yuan Yan Tang, "From Individual to Universal: Regularized Multi-view Joint Representation for Multi-view Subspace-Preserving Recovery," International Joint Conference on Artificial Intelligence (IJCAI), Main Track, 2025. (CCF A)
Zhichuan Wang (硕士生), Yang Zhou, Zhe Liu, Rui Yu, Song Bai, Yulong Wang*(共同通讯), Xinwei He*, Xiang Bai, "Describe, Adapt and Combine: Empowering CLIP Encoders for Open-set 3D Object Retrieval," International Conference on Computer Vision, Main Track, 2025. (CCF A)
Yulong Wang (独立作者), "Atomic Recovery Property for Multi-view Subspace-Preserving Recovery," International Joint Conference on Artificial Intelligence, Main Track, 2024. (CCF A)
Yulong Wang (独立作者), "Superposed Atomic Representation for Robust Recovery of Multiple Low-Dimensional Structures," Association for the Advancement of Artificial Intelligence, 2024. (CCF A)
Yutao Hu (博士生), Yulong Wang* (唯一通讯), Han Li, Hong Chen and Yuan Yan Tang, "Robust Multi-view Learning via M-estimator Joint Sparse Representation," Pattern Recognition, 151(110355), 2024. (中科院一区Top,CCF B)
Yulong Wang, Kit Ian Kou, Hong Chen, Yuan Yan Tang and Luoqing Li, "Double Auto-weighted Tensor Robust Principal Component Analysis," IEEE Transactions on Image Processing, vol. 32, pp. 5114-5125, 2023. (中科院一区Top,CCF A)
Yulong Wang, Kit Ian Kou, Hong Chen, Yuan Yan Tang, "Simultaneous Robust Matching Pursuit for Multi-view Learning," Pattern Recognition, 134(109100), 2023. (中科院一区Top,CCF B)
Libin Wang, Yulong Wang, Hao Deng*, Hong Chen, "Attention Reweighted Sparse Subspace Clustering," Pattern Recognition, 139(109438), 2023. (中科院一区Top,CCF B)
Yulong Wang, Yap-Peng Tan, Yuan Yan Tang, Hong Chen, et al., "Generalized and Discriminative Collaborative Representation for Multiclass Classification," IEEE Transactions on Cybernetics, vol. 52, no. 5, pp. 2675-2686, 2022. (中科院一区Top,CCF B)
Yulong Wang, Kit Ian Kou, et al., "Robust Sparse Representation in Quaternion Space," IEEE Transactions on Image Processing, vol. 30, pp. 3637-3649, 2021. (中科院一区Top,CCF A)
Yulong Wang, Yuan Yan Tang, Luoqing Li, and Hong Chen, "Modal Regression based Atomic Representation for Robust Face Recognition and Reconstruction," IEEE Transactions on Cybernetics, vol. 50, no. 10, pp. 4393-4405, Oct. 2020. (中科院一区Top,CCF B)
Yulong Wang, Yuan Yan Tang, Luoqing Li, Hong Chen, and Jianjia Pan, "Atomic Representation-based Classification: Theory, Algorithm and Applications," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 41, no. 1, pp. 6-19, Jan. 2019. (中科院一区Top,CCF A)
Yulong Wang, Yuan Yan Tang, Luoqing Li, and Xianwei Zheng, "Block sparse representation for pattern classification: Theory, extensions and applications," Pattern Recognition, vol. 88, pp. 198–209, 2019. (中科院一区Top,CCF B)
Yulong Wang, Yuan Yan Tang, and Luoqing Li, "Correntropy Matching Pursuit with Application to Robust Digit and Face Recognition," IEEE Transactions on Cybernetics, vol. 47, no. 6, pp. 1354-1366, June 2017. (中科院一区Top,CCF B)
Yulong Wang, Yuan Yan Tang, and Luoqing Li, "Robust Face Recognition via Minimum Error Entropy based Atomic Representation," IEEE Transactions on Image Processing, vol. 24, no. 12, pp. 5868-5878, Dec. 2015. (中科院一区Top,CCF A)
Yulong Wang, Yuan Yan Tang, and Luoqing Li, "Minimum Error Entropy Based Sparse Representation for Robust Subspace Clustering," IEEE Transactions on Signal Processing, vol. 63, no. 15, pp. 4010-4021, Aug. 2015. (中科院二区,信号处理领域权威期刊)
