I am a lecturer in the College of Information Science and Technology, Beijing University of Chemical Technology (BUCT), Beijing. And, I am currently working as a postdoctoral researcher, supervised by Prof. Youqing Wang (王友清).

I received my PH.D degree (Control Science and Engineering) with Beijing Municipal Key Laboratory of Multimedia and Intelligent Software Technology (led by Prof. Baocai Yin (尹宝才)) at Beijing University of Technology (BJUT), China, in 2023. Prof. Yanfeng Sun (孙艳丰) is my PH.D advisor. I am also co-supervised by Prof. Junbin Gao (高俊斌) from University of Sydney.

中文介绍. Email: guojipeng@buct.edu.cn

Main Research Interests

• Machine Learning and Pattern Recognition
• Multi-view/Multi-modal Representation Learning and Clustering
• Graph Representation Learning and Its Applications
• Industrial Big Data Analysis and Fault Diagnosis

News

• [Paper:] Our paper “Triplets-based Large-scale Multi-view Spectral Clustering” is now accepted in Information Fusion. (March 2025)

• [Congratulation:] I will serve as a reviewer for ACM MM2025. (March 2025)

• [Paper:] Our paper “Globality Meets Locality: an Anchor Graph Collaborative Learning Framework for Fast Multi-view Subspace Clustering” is now accepted in IEEE Transactions on Neural Networks and Learning System. (February 2025)

• [Congratulation:] I will serve as a reviewer for IJCAI2025. (December 2024)

• [Paper:] Our paper “A Dynamic Process Modeling Method based on Bipartite Graph and Recursive Monitoring for Catalytic Cracking Unit” is now conditionally accepted in IEEE Transactions on Control Systems Technology. (December 2024)

• [Paper:] Our paper “Optimal Sparse Principal Component Analysis with A Varying Hyperparameter for Industrial Fault Diagnosis” is now accepted in IEEE Transactions on Instrumentation and Measurement. (December 2024)

• [Congratulation:] I will serve as a reviewer for ICML2025. (December 2024)

• [Congratulation:] I will serve as a reviewer for IJCNN 2025. (November 2024)

• [Paper:] Our paper “基于双跨视相关性检测的多视子空间聚类” is now accepted in 计算机工程 (CCF中文期刊 T2类). (November 2024)

• [Paper:] Our paper “DGNN: Decoupled Graph Neural Networks with Structural Consistency between Attribute and Graph Embedding Representations” is now accepted in IEEE Transactions on Big Data. (Octorber 2024)

• [Paper:] Our paper “Fast Sparse Dynamic Matrix Estimation Method with Differential Information for Industrial Process Monitoring” is now accepted in IEEE Transactions on Control Systems Technology. (October 2024)

• [Congratulation:] I will serve as a reviewer for ICLR 2025. (September 2024)

Representative Publications

• Jipeng Guo, Yanfeng Sun*, Junbin Gao, Yongli Hu, and Baocai Yin. “Logarithmic Schatten-p Norm Minimization for Tensorial Multi-view Subspace Clustering”, IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023, 45(3): 3396-3410. (CCF-A, 中科院一区) [PDF]

• Jipeng Guo, Yanfeng Sun*, Junbin Gao, Yongli Hu, and Baocai Yin. “Multi-attribute Subspace Clustering via Auto-weighted Tensor Nuclear Norm Minimization”, IEEE Transactions on Image Processing (TIP), 2022, 31: 7191-7205. (CCF-A, 中科院一区) [PDF]

• Jipeng Guo, Yanfeng Sun*, Junbin Gao, Yongli Hu, and Baocai Yin. “Rank Consistency Induced Multi-view Subspace Clustering via Low-rank Matrix Factorization”, IEEE Transactions on Neural Networks and Learning System (TNNLS), 2022, 33(7): 3157-3170. (CCF-B, 中科院一区) [PDF]

• Jipeng Guo, Yanfeng Sun*, Junbin Gao, Yongli Hu, and Baocai Yin. “Robust Adaptive Linear Discriminant Analysis with Bidirectional Reconstruction Constraint”, ACM Transactions on Knowledge Discovery from Data (TKDD), 2020, 14(6): 75. (CCF-B, 中科院三区) [PDF]

• Yachao Yang, Yanfeng Sun*, Shaofan Wang, Jipeng Guo, Junbin Gao, Fujiao Ju, and Baocai Yin. “Graph Neural Networks with Soft Association between Topology and Attribute”, In Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 2024, 9260-9268. (Oral, CCF-A) [PDF] [Code]