Yu Hu (胡宇)
The Hong Kong Polytechnic University (PolyU), Hung Hom, Kowloon, Hong Kong |
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I am a postdoctoral fellow funded by Research Talent Hub (Hong Kong) and supervised by Prof. Anqi Qiu in the Department of Health Technology and Informatics at the Hong Kong Polytechnic University (PolyU). Before that, I was a research associate at Guangdong Artificial Intelligence and Digital Economy Laboratory (Guangzhou), a.k.a, PazhouLab, working together with Prof. Mingkui Tan. I obtained my PhD degree at South China University of Technology under the supervision of Prof. Hongmin Cai. During my PhD, I also collaborated closely with Prof. Yiu-ming Cheung at Hong Kong Baptist University. I was awarded the first prize in natural science of the Guangdong Artificial Intelligence Industry Association, for the contribution to ultra-high-dimensional unsupervised machine learning with its applications to the biomedical field. I serve as a reviewer for prestige journals including IEEE-TNNLS, IEEE-TKDE, IEEE-SPL, and Artificial Intelligence Review. My research interests include tensor-based machine learning/data mining and their applications in high-dimensional data clustering, multi-modal/multi-view clustering, phase retrieval, and medical image analysis. |
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Selected Publications (* indicates co-first authors and £ denotes the corresponding authors)
- [TNNLS] Y. Hu, F. Qi, Y. Cheung, and H. Cai£, "Discriminating Tensor Spectral Clustering for High-dimension-low-sample-size Data," in IEEE Transactions on Neural Networks and Learning Systems , in press.
- [TKDE] Y. Hu, E. Guo, Z. Xie, X. Liu, and H. Cai£, "Robust Multi-view Clustering through Partition Integration on Stiefel Manifold," in IEEE Transactions on Knowledge and Data Engineering , doi: 10.1109/ TKDE.2023.3253244.
- [TPAMI] H. Cai, Y. Hu, F. Qi, B. Hu, and Y. Cheung£, " Deep Tensor Spectral Clustering Network via Ensemble of Multiple Affinity Tensors," in IEEE Transactions on Pattern Analysis and Machine Intelligence , in press, doi: 10.1109/TPAMI.2024.3361912.
- [TPAMI] H. Peng, Y. Hu, J. Chen, H. Wang, Y. Li and H. Cai£, " Integrating Tensor Similarity to Enhance Clustering Performance," in IEEE Transactions on Pattern Analysis and Machine Intelligence , vol. 44, no. 5, pp. 2582-2593, 1 May 2022, doi: 10.1109/TPAMI.2020.3040306.
- [ICME] Y. Hu and H. Cai£, " Multi-View Clustering Through Hypergraphs Integration on Stiefel Manifold," 2022 IEEE International Conference on Multimedia and Expo (ICME), Taipei, Taiwan, 2022, pp. 01-06, doi: 10.1109/ICME52920.2022.9859633. (Selected as Oral Paper, Top 22.9%)
- [SPL] Z. Chen, Y. Huang, Y. Hu£, and Z. Chen£, " Phase Recovery With Deep Complex-Domain Priors," in IEEE Signal Processing Letters, vol. 29, pp. 887-891, 2022, doi: 10.1109/LSP.2022.3160927.