Qinghai Zheng (郑清海)
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Assistant Professor |
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
- 2024/03/26: 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).
Publications
2024
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 (coming soon)]
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]