Assistant Professor Cognitive Systems and Information Processing Group, College of Computer and Data Science, Fuzhou University, 2 Wulong River North Road, University Town, Fuzhou, Fujian Postcode: 350108 Email: zhengqinghai@fzu.edu.cn; qhxjtu@163.com [Google Scholar] [GitHub] [中文主页]

About me

I am currently an assistant professor at Fuzhou University. I've received the bachelor, master and Ph.D. degree (supervised by Prof. Jihua Zhu) from Xi'an Jiaotong University from 2015, 2018, and 2021, respectively. I joined the College of Computer and Data Science of Fuzhou University in 2022.

My research area is machine learning and data mining, with special interests in multi-view learning, label distribution learning, and subspace clustering.

News

2024

• 2024/08/04: One paper "TRC-IMC" was accepted by TCSVT (CCF B). The source codes will be released soon.
• 2024/05/20: The source codes of "IMVC-IE" can be found in [IMVC-IE] repository.
• 2024/03/26: One paper "FPGL" was accepted by TCSVT (CCF B). The source codes can be found in [FPGL] repository.
• 2024/01/17: The source codes of "DV-MSC" can be found in [DV-MSC] repository.

2023

• 2023/12/17: 100 citations were achieved by my first paper: "Feature concatenation multi-view subspace clustering".
• 2023/12/14: One paper "IMVC-IE" was accepted by ICASSP 2024 (CCF B).
  Congratulations to Binqiang Huang, good work! The source codes will be released after the conference.
• 2023/12/03: One paper "DV-MSC" was accepted by KBS.
  Congratulations to Shoujie Lan, good work! The source codes will be released soon.
• 2023/03/08: One paper "LIB" was accepted by CVPR 2023 (CCF A).

2022

• 2022/10/31: The source codes of GUMRL can be found in [GUMRL] repository.
• 2022/10/31: The source codes of MSCVC can be found in [MSCVC] repository.
• 2022/10/05: The source codes of FESRL can be found in [FESRL] repository.
• 2022/09/18: The source codes of CMRL can be found in [CMRL] repository.
• 2022/08/23: One paper "FESRL" was accepted by IEEE SPL (CCF C).
• 2022/08/18: One paper "GUMRL" was accepted by IEEE TCSVT (CCF B).
• 2022/08/12: One paper "CMRL" was accepted by Information Fusion (IF=17.564).

Selected Publications

2024

• Twin reciprocal completion for incomplete multi-view clustering
  Qinghai Zheng, Haoyu Tang
  IEEE Transactions on Circuits and Systems for Video Technology, 2024. (CCF B), [CODE (coming soon)]

• Flexible and parameter-free graph learning for multi-view spectral clustering
  Qinghai Zheng
  IEEE Transactions on Circuits and Systems for Video Technology, 2024. (CCF B), [CODE]

2023

• Incomplete multi-view clustering via inference and evaluation
  Binqiang Huang, Zhijie Huang, Shoujie Lan, Qinghai Zheng^*, Yuanlong Yu
  IEEE International Conference on Acoustics, Speech, and Signal Processing, 2024 (CCF B), [CODE]

• Double-level view-correlation multi-view subspace clustering
  Shoujie Lan, Qinghai Zheng^*, Yuanlong Yu
  Knowledge-Based Systems, 2023. (CCF C), [CODE]

• Label information bottleneck for label enhancement
  Qinghai Zheng, Jihua Zhu, Haoyu Tang
  IEEE Conference on Computer Vision and Pattern Recognition, 2023 (CCF A), [CODE]

2022

• Large-scale multi-view clustering via fast essential subspace representation learning
  Qinghai Zheng
  IEEE Signal Processing Letters, 2022. (CCF C), [CODE]

• Graph-guided unsupervised multi-view representation learning
  Qinghai Zheng, Jihua Zhu, Zhongyu Li, Haoyu Tang
  IEEE Transactions on Circuits and Systems for Video Technology, 2022. (CCF B), [CODE]

• Comprehensive multi-view representation learning
  Qinghai Zheng, Jihua Zhu, Zhongyu Li, Zhiqiang Tian, Chen Li
  Information Fusion, 2022. (IF=17.564), [CODE]

• Multi-view subspace clustering with view correlations via low-rank tensor learning
  Qinghai Zheng, Jihua Zhu
  Computers and Electrical Engineering, 2022. [CODE]

2021

• Collaborative unsupervised multi-view representation learning
  Qinghai Zheng, Jihua Zhu, Zhongyu Li
  IEEE Transactions on Circuits and Systems for Video Technology, 2021. (CCF B), [CODE]

• Generalized label enhancement with sample correlations [ESI]
  Qinghai Zheng, Jihua Zhu, Haoyu Tang, Xinyuan Liu, Zhongyu Li, Huimin Lu
  IEEE Transactions on Knowledge and Data Engineering, 2021. (CCF A), [CODE]

• Multi-view subspace clustering networks with local and global graph information
  Qinghai Zheng, Jihua Zhu, Yuanyuan Ma, Zhongyu Li, Zhiqiang Tian
  Neurocomputing, 2021. (CCF C), [CODE]

2020

• Constrained bilinear factorization multi-view subspace clustering
  Qinghai Zheng, Jihua Zhu, Zhiqiang Tian, Zhongyu Li, Shanmin Pang, Xiuyi Jia
  Knowledge-Based Systems, 2020. (CCF C), [CODE]

• Feature concatenation multi-view subspace clustering
  Qinghai Zheng, Jihua Zhu, Zhongyu Li, Shanmin Pang, Jun Wang, Yaochen Li
  Neurocomputing, 2020. (CCF C), [CODE]