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个人简介

2017年毕业于美国南伊利诺伊大学计算机系,获博士学位;2018年入职青岛大学,任助理教授(青年卓越人才),副教授(特聘教授),硕士生导师,智能计算团队负责人;2024年7月入职中国海洋大学,任教授,入选中国海洋大学青年英才工程第一层次。主持国家自然科学基金2项,山东省高等学校青年创新团队发展计划项目1项(山东省青创团队负责人),山东省自然科学基金青年项目1项,参与国家自然科学基金、山东省高等学校青年创新团队发展计划项目等2项;在IEEE TIP,TNNLS,TGRS,TCSVT,TMM,SPL,GRSL,CVPR,ICDE,ICDM,ACM TKDD,TOMM,TIST,SIGKDD,MM,CIKM,AAAI,IJCAI,PR,KBS,INS,NN等期刊、会议发表各类学术论文80余篇(IEEE/ACM Trans/中科院一区TOP/CCF-A会议论文40余篇),其中以第一作者/通讯作者发表学术论文40余篇(IEEE/ACM Trans/中科院一区TOP/CCF-A会议论文30篇),谷歌学术总引用超3700次(截至2025.09),入选斯坦福大学“全球前2%顶尖科学家榜单”(2024、2025年度);授权国家发明专利一项;研究方向为机器学习、数据挖掘、计算机视觉。担任IEEE TIP,TNNLS,TC,TMM,SPL,PR,KBS,SIGKDD等期刊、会议审稿人。获得ACM青岛新星奖、山东计算机学会科学技术奖(2/4)、山东省人工智能科学技术奖二等奖(2/3)、山东省研究生优秀成果奖(2/3),指导研究生获得山东省优秀毕业生、青岛大学优秀学位论文。 工作经历: 2024.07-至今,中国海洋大学,教授,青年英才第一层次 2020.12-2024.06,青岛大学,副教授,特聘教授 2018.02-2020.12,青岛大学,助理教授,青年卓越人才 教育经历: 2013.01-2017.12,南伊利诺伊大学(美国),计算机科学专业,哲学博士 2008.09-2012.06,青岛大学,统计学专业,经济学学士

研究领域

机器学习 数据挖掘 计算机视觉

近期论文

查看导师新发文章 (温馨提示:请注意重名现象,建议点开原文通过作者单位确认)

1. Pengfei Zhang, Guiyuan Jiang, Kehan Kang, Junyu Dong, Chong Peng*, Inter-class Separable Anchor Concept Factorization on Bipartite Graph , Knowledge-based Systems (中科院一区Top) , 2025 , 通讯作者 2. Chong Peng , Kehan Kang, Yongyong Chen, Zhao Kang, Qiang Cheng, Chenglizhhao Chen*,Fine-Grained Essential Tensor Learning for Multi-View Subspace Clustering , IEEE Transactions on Image Processing(中科院1区top,CCF-A) , 2024 , 第一作者 3. Chong Peng , Pengfei Zhang, Zhao Kang, Qiang Cheng, Yongyong Chen*,Chenglizhao Chen*,Fine-Grained Bipartite Concept Factorization for Clustering , IEEE International Conference on Computer Vision and Pattern Recognition (CVPR,CCF-A) , 2024 , 第一作者 4. Chong Peng , Kai Zhang, Yongyong Chen*, Chenglizhao Chen*, Qiang Cheng, Cross-View Diversity Embedded Consensus Learning for Multi-View Clustering , International Joint Conference on Artificial Intelligence(IJCAI, CCF-A) , 2024 , 第一作者 5. Chong Peng ,Xingrong Hou Yongyong Chen, Zhao Kang, Qiang Cheng, Chenglizhao Chen*,Global and local similarity learning in multi-kernel space for nonnegative matrix factorization , Knowledge-Based Systems(中科院1区) , 2023 , 第一作者 6. Kehan Kang, Chenglizhao Chen, Chong Peng* ,Consensus Low-Rank Multi-View Subspace Clustering With Cross-View Diversity Preserving , IEEE Signal Processing Letters(中科院2区) , 2023 , 通讯作者 7. Fusheng Wang, Chenglizhao Chen, Chong Peng* ,Essential Low-Rank Sample Learning for Group-Aware Subspace Clustering , IEEE Signal Processing Letters(中科院2区) , 2023 , 通讯作者 8. Hengsen Wang, Chenglizhao Chen, Linfeng Li, Chong Peng* , Video Saliency Object Detection with Motion Quality Compensation , ELECTRONICS(中科院4区) , 2023 , 通讯作者 9. Chenglizhao Chen, Hengsen Wang, Yuming Fang, Chong Peng* , A Novel Long-term Iterative Mining Scheme for Video Salient Object Detection , IEEE Transactions on Circuits and Systems for Video Technology(中科院1区top, CCF-B) , 2022 , 通讯作者 10. Chong Peng , Zhilu Zhang, Zhao Kang, Qiang Cheng, Chenglizhao Chen*, Two-Dimensional Semi-Nonnegative Matrix Factorization for Clustering , Information Sciences(中科院1区, CCF-B) , 2022 , 第一作者 11. Chong Peng , Jing Zhang, Yongyong Chen, Xin Xing,Chenglizhao Chen,Zhao Kang,Qiang Cheng, Li Guo*, Preserving Bilateral View Structural Information for Subspace Clustering , Knowledge-Based Systems(中科院1区) , 2022 , 第一作者 12. Chong Peng , Yiqun Zhang, Yongyong Chen, Zhao Kang, Qiang Cheng, Chenglizhao Chen*, Log-based sparse nonnegative matrix factorization for data representation , Knowledge-Based Systems(中科院1区) , 2022 , 第一作者 13. Xinxing Wu, Chong Peng , Gregory Jicha, Donna Wilcock, Qiang Cheng*, PRIME: Uncovering Circadian Oscillation Patterns and Associations with AD in Untimed Genome-wide Gene Expression across Multiple Brain Regions , Journal Of The American Medical Informatics Association(AMIA,中科院1区) , 2022 , 第二作者 14. Xinxing Wu, Chong Peng , Peter T. Nelson, Qiang Cheng*, Alcohol Intake Differentiates AD and LATE: A Telltale Lifestyle from Two Large-Scale Datasets , Journal Of The American Medical Informatics Association(AMIA,中科院1区) , 2022 , 第二作者 15. Xin Xing, Chong Peng , Yu Zhang, Ailing Lin, Nathan Jacobs*, AssocFormer: Association Transformer for Multi-label Classification , British Machine Vision Confer­ence (BMVC, CCF-C) , 2022 , 第二作者 16. Xinxing Wu, Chong Peng , Peter T. Nelson, Qiang Cheng*, Machine Learn­ing Approach Predicts Probability of Time to Stage-Specific Conversion of Alzheimer’s Disease , Journal of Alzheimer’s disease: JAD (中科院3区) , 2022 , 第二作者 17. Keke Fei, Chong Peng* , Kehan Kang, Wenjiang Shao, Robust Sparse and Low-rank Subspace Clustering with Log-based Nonconvex Approximations , International Conference on Big Data Technology , 2022 , 通讯作者 18. Chong Peng , Qiang Cheng*, Discriminative Ridge Machine: A Classifier for High-Dimensional Data or Imbalanced Data , IEEE Transactions on Neural Networks and Learning Systems(中科院1区top) , 2021 , 第一作者 19. Chenglizhao Chen, Guotao Wang, Yuming Fang, Dingwen Zhang, Hong Qin, Chong Peng* , Exploring Rich and Efficient Spatial Temporal Interactions for Real Time Video Salient Object Detection , IEEE Transactions on Image Processing(中科院1区top) , 2021 , 通讯作者 20. Chenglizhao Chen, Jipeng Wei, Hong Qin, Chong Peng* , Depth-Quality-Aware Salient Object Detection , IEEE Transactions on Image Processing(中科院1区top) , 2021 , 通讯作者 21. Chong Peng , Qian Zhang, Zhao Kang, Qiang Cheng, Chenglizhao Chen*, Nonnegative Matrix Factorization with Local Similarity Learning , Information Sciences(中科院1区, CCF-B) , 2021 , 第一作者 22. Chong Peng , Qian Zhang, Zhao Kang, Qiang Cheng, Chenglizhao Chen*, Kernel Two-Dimensional Ridge Regression for Subspace Clustering , Pattern Recognition(中科院1区top) , 2021 , 第一作者 23. Chenglizhao Chen, Jia Song, Guotao Wang, Yuming Fang, Chong Peng* , A Novel Video Salient Object Detection Method via Semi-supervised Motion Quality Perception , IEEE Transactions on Circuits and Systems for Video Technology(中科院1区top) , 2021 , 通讯作者 24. Chong Peng , Yang Liu, Xin Zhang, Zhao Kang, Yongyong Chen,Qiang Cheng, Chenglizhao Chen*, Learning Discriminative Representation for Image Classification , Knowledge-Based Systems(中科院1区) , 2021 , 第一作者 25. Chenglizhao Chen, Hongmeng Zhao, Huan Yang, Hong Qin, Chong Peng* , Full Reference Screen Content Image Quality Assessment by Fusing Multi-level Structure Similarity , ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM) , 2021 , 通讯作者 26. Yang Liu, Qian Zhang, Yongyong Chen, QiangCheng, Chong Peng* , Hyperspectral Image Denoising With Log-based Robust PCA , IEEE International Conference on Image Processing (ICIP, 中科院3区) , 2021 , 通讯作者 27. Yongyong Chen, Shuqing Wang*, Chong Peng , Guangming Lu, Yicong Zhou,Partial Tubal Nuclear Norm-Regularized Multiview Subspace Learning , ACM International Con­ference on Multimedia (ACM MM, CCF-A) , 2021 , 第三作者 28. Yongyong Chen, Xiaolin Xiao, Chong Peng , Guangming Lu, Yicong Zhou*, Low-Rank Tensor Graph Learning for Multi-View Subspace Clustering , IEEE Transac­tions on Circuits and Systems for Video Technology (中科院1区) , 2021 , 第三作者 29. Jiangxin Li, Zhao Kang*, Chong Peng , Wenyu Chen, Self-Paced Two-dimensional PCA , Proceedings of the AAAI Conference on Artificial Intelligence (CCF-A) , 2021 , 第三作者 30. XinXing Wu, Chong Peng , Peter T. Nelson, Qiang Cheng*, Random forest­integrated analysis in AD and LATE brain transcriptome-wide data to identify disease­specific gene expression , PLoS ONE (CCF-A) , 2021 , 第二作者 31. Yongyong Chen, Shuqing Wang, Chong Peng , Zhongyun Hua*, Yicong Zhou, Generalized Nonconvex Low-Rank Tensor Approximation for Multi-View Subspace Clustering , IEEE Transactions on Image Processing (中科院1区top) , 2021 , 第二作者 32. Chenglizhao Chen, Jipeng Wei, Weizhong Zhang, Hong Qin, Chong Peng* , Improved Saliency Detection in RGB-D Images Using Two-Phase Depth Estimation and Selective Deep Fusion , IEEE Transactions on Image Processing(中科院1区top) , 2020 , 通讯作者 33. Chong Peng , Yongyong Chen, Zhao Kang, Qiang Cheng, Chenglizhao Chen*, Robust Principal Component Analysis: A Factorization- Based Approach with Linear Complexity , Information Sciences (中科院1区top) , 2020 , 第一作者 34. Qian Zhang, Chong Peng* , Feature Selection Embedded Robust K-Means , IEEE ACCESS (中科院2区) , 2020 , 通讯作者 35. Zhao Kang, Xiao Lu, Yiwei Lu, Chong Peng , Wenyu Chen*, Zenglin Xu, Structure learning with similarity preserving , Neural Networks(中科院1区) , 2020 , 第四作者 36. Zhao Kang, Chong Peng , Qiang Cheng, Xinwang Liu, Xi Peng, Zenglin Xu, Ling Tian*, Structured Graph Learning for Clustering and Semi-supervised Classification , Pattern Recognition(中科院1区top) , 2020 , 第二作者 37. Guangxiao Ma, Chenglizhao Chen, Shuai Li, Aimin Hao, Hong Qin, Chong Peng* , Salient Object Detection via Multiple Instance Joint Re-learning , IEEE Transactions on Multimedia (中科院1区top) , 2019 , 通讯作者 38. Chenglizhao Chen, Guotao Wang, Chong Peng* , Improved Robust Video Saliency Detection based on Long-term Spatial-temporal Information , IEEE Transactions on Image Processing (中科院1区top) , 2019 , 通讯作者 39. Chenglizhao Chen, Guotao Wang, Chong Peng* , Structure-Aware Adaptive Diffusion for Video Saliency Detection , IEEE ACCESS (中科院2区) , 2019 , 通讯作者 40. Chong Peng ,ChenglizhaoChen, ZhaoKang, JianboLi, Qiang Cheng*, RES-PCA: A Scalable Approach to Recovering Low-rank Matrices , International Conference on Computer Vision and Pattern Recognition (CVPR, CCF-A) , 2019 , 第一作者 41. Zhao Kang, Xinjia Zhao, Chong Peng , Hongyuan Zhu, Joey Tianyi Zhou, Xi Peng, Wenyu Chen*, Zenglin Xu**, Partition level multiview subspace clustering , Neural Networks(中科院1区) , 2019 , 第三作者 42. Shuting Cai, ZhaoKang, MingYang, Xiaoming Xiong, Mingqing Xiao, Chong Peng* , Image Denoising via Improved Dictionary Learning with Global Structure and Local Similarity Preservations , Symmetry (中科院4区) , 2018 , 通讯作者 43. Chong Peng , Zhao Kang, Shuting Cai, Qiang Cheng*, Integrate and Conquer: Double Sided Two-Dimensional k-Means Via Integrating of Projection and Mainifold Construction , ACM Transactions on Intelligent Systems and Technology (中科院2区) , 2018 , 第一作者 44. Zhao Kang, Chong Peng , Qiang Cheng, Zenglin Xu*, Unified Spectral Cluster­ing With Optimal Graph , Proceedings of the AAAI Conference on Artificial Intelligence (CCF-A) , 2018 , 第二作者 45. Chong Peng , Zhao Kang, Shuting Cai, Qiang Cheng*, Subspace clustering via variance regularized ridge regression , International Conference on Computer Vision and Pattern Recognition (CVPR, CCF-A) , 2017 , 第一作者 46. Chong Peng , Zhao Kang, Qiang Cheng*, Integrating Feature and Graph Learning with Low-Rank Representation , Neurocomputing (中科院2区) , 2017 , 第一作者 47. Chong Peng , Zhao Kang, Yunhong Hu, Jie Cheng, Qiang Cheng*, Nonnegative matrix factorization with integrated graph and feature learning , ACM Transactions on Intelligent Systems and Technology (中科院3区) , 2017 , 第一作者 48. Chong Peng , Jie Cheng, Qiang Cheng*, A supervised learning model for high-dimensional and large-scale data , ACM Transactions on Intelligent Systems and Technology (中科院3区) , 2017 , 第一作者 49. Chong Peng , Zhao Kang, Yunhong Hu, Jie Cheng, Qiang Cheng*, Robust graph regularized nonnegative matrix factorization for clustering , ACM Transactions on Knowledge Discovery from Data (中科院4区) , 2017 , 第一作者 50. Chong Peng* , Zhao Kang, Fei Xu, Yongyong Chen, Qiang Cheng, Image Projection Ridge Regression for Subspace Clustering , IEEE Signal Processing Letters(中科院3区) , 2017 , 通讯作者 51. Zhao Kang, Chong Peng , Qiang Cheng*, Clustering with Adaptive Manifold Structure Learning , IEEE International Conference on Data Engineering (ICDE-17, CCF-A) , 2017 , 第二作者 52. Zhao Kang, Chong Peng , Ming Yang, Qiang Cheng*, Exploiting Nonlinear Relationships for Top-N Recommender Systems , IEEE International Conference on Big Knowledge (ICBK, CCF-A) , 2017 , 第二作者 53. Ming Yang, Dunren Che, Wen Liu, Zhao Kang, Chong Peng , Mingqing Xiao, Qiang Cheng*, On identifiability of 3-tensors of multilinear rank , Big Data and Information Analytics , 2017 , 第五作者 54. Fei Xu, Yongyong Chen, Chong Peng , Yongli Wang*, Xuefeng Liu, Guop­ing He, Denoising of Hyperspectral Image Using Low-Rank Matrix Factorization , IEEE Geoscience and Remote Sensing Letters(中科院3区) , 2017 , 第二作者 55. Zhao Kang*, Chong Peng , Qiang Cheng, Kernel-driven Similarity Learning , Neurocomputing(中科院2区) , 2017 , 第二作者 56. Yongyong Chen, Yanwen Guo*, Yongli Wang, Dong Wang, Chong Peng , Guoping He, Denoising of Hyperspectral Images Using Nonconvex Low Rank Matrix Approximation , IEEE Transactions on Geoscience and Remote Sensing(中科院1区, CCF-B) , 2017 , 第五作者 57. Fei Xu, Chong Peng* , Yunhong Hu, Guoping He,Two rank approximations for low-rank based subspace clustering , IEEE International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI) , 2017 , 通讯作者 58. Zhao Kang*, Chong Peng , Qiang Cheng, Twin Learning for Similarity and Clustering: A Unified Kernel Approach , Proceedings of the AAAI Conference on Artificial Intelligence (CCF-A) , 2017 , 第二作者 59. Fei Xu, Chong Peng* , Yunhong Hu, Guoping He, A Gaussian-based rank approximation for subspace clustering , International Conference on Graphic and Image Processing (ICGIP) , 2017 , 通讯作者 60. Chong Peng* , Qiang Cheng, Ming Yang, Zhao Kang, Feature selection embedded subspace clustering , IEEE Signal Processing Letters(中科院3区) , 2016 , 通讯作者 61. Chong Peng , Zhao Kang, Ming Yang, Qiang Cheng*, RAP: Scalable RPCA for Low-rank Matrix Recovery , ACM International Conference on Information and Knowledge Management(CCF-B) , 2016 , 第一作者 62. Chong Peng , Zhao Kang, Qiang Cheng*, A Fast Factorization-Based Approach to Robust PCA , IEEE International Conference on Data Mining (ICDM, CCF-B) , 2016 , 第一作者 63. Zhao Kang, Ming Yang, Chong Peng , Qiang Cheng*, Top-N Recommendation on Graphs , ACM International on Conference on Information and Knowledge Management(CCF-B) , 2016 , 第三作者 64. Zhao Kang, Chong Peng , Qiang Cheng*, Top-N Recommender System via Matrix Completion , Proceedings of the AAAI Conference on Artificial Intelligence (CCF-A) , 2016 , 第二作者 65. Chong Peng , Zhao Kang, uiqing Li, Qiang Cheng*, Subspace clustering using log-determinant rank approximation , ACM SIGKDD Conference on Knowledge Discovery and Data Mining(CCF-A) , 2015 , 第一作者 66. Zhao Kang, Chong Peng , Qiang Cheng*, Robust Subspace Clustering via Tighter Rank Approximation , ACM International on Conference on Information and Knowledge Management(CCF-B) , 2015 , 第二作者 67. Zhao Kang, Chong Peng , Qiang Cheng*, Robust PCA via Nonconvex Rank Approximation , IEEE International Conference on Data Mining (ICDM, CCF-B) , 2015 , 第二作者 68. Zhao Kang, Chong Peng , Qiang Cheng*, Robust Subspace Clustering via Smoothed Rank Approximation, , IEEE Signal Processing Letters(中科院2区) , 2015 , 第二作者 69. Zhao Kang, Chong Peng , Jie Cheng, Qiang Cheng*, LogDet Rank Minimiza­tion with Application to Subspace Clustering , Computational Intelligence and Neuro­science(中科院3区) , 2015 , 第二作者 70. Dengsong Zhu*, Guoqing Fan, Chong Peng , C. Austerlitz, SU-F-T-627: A Conformity Index Study of SBRT Plans for Lung Cancer Patient , Medical Physics(中科院2区) , 2015 , 第三作者

学术兼职

中国计算机协会(CCF)会员 中国计算机协会人工智能与模式识别专委委员 中国计算机协会计算机视觉专委委员 中国运筹学会会员 中国运筹学会数学与智能分会理事 中国国土经济学会智慧海洋专业委员会委员

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