Research

Selected Publications

H. Huang, G. Zhou, Y. Zheng, Z. Yang and Q. Zhao, "Exclusivity and Consistency induced NMF for Multi-view Representation Learning", Knowledge-Based Systems (KBS), 2023. （中科院一区） [Paper] [Code for Matlab]

H. Huang, G. Zhou, Q. Zhao, L. He and S. Xie, "Comprehensive Multi-view Representation Learning via Deep Autoencoder-like Nonnegative Matrix Factorization", IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023. （中科院一区） [Paper] [Code for Matlab] (Expanded version of our ICASSP'22)

J. Yu, H. Huang, Q. Duan, Y. Wang and T. Zou, "Incomplete Multiview Clustering via Low-Rank Tensor Ring Completion", International Journal of Intelligent Systems (IJIS), 2023. （中科院一区） [Paper]

H. Huang, G. Zhou, N. Liang, Q. Zhao and S. Xie, "Diverse Deep Matrix Factorization with Hypergraph Regularization for Multi-view Data Representation", IEEE/CAA Journal of Automatica Sinica (IEEE JAS), 2022. （中科院一区） [Paper] [Code for Matlab]

Y. Yu, G. Zhou, H. Huang, S. Xie and Q. Zhao, "A semi-supervised label-driven auto-weighted strategy for multi-view data classification", Knowledge-Based Systems (KBS), 2022. （中科院一区） [Paper] [Code for Matlab]

H. Huang, Y. Luo, G. Zhou and Q. Zhao, "Multi-view Data Representation via Deep Autoencoder-like Nonnegative Matrix Factorization", IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2022. [Paper] [Code for Matlab]

H. Huang, Z. Yang, Z. Li and W. Sun, "Deep Graph semi-NMF algorithm and its convergence", Circuits, Systems, and Signal Processing, 2021. （中科院三区） [Paper] [Matlab Library for Deep Matrix Factorization models] with data clustering.

H. Huang, N. Liang, W. Yan, Z. Yang and W. Sun, "Deep Matrix Factorization with Multi-view Data", 20th IEEE International Conference on Data Mining Workshops (ICDMW)，2020. [Paper] [Code for Matlab]

H. Huang, Z. Yang, N. Liang, and Z. Li, "Semi-NMF network for image classification", in 2019 Chinese Control Conference (CCC). [Paper] [Code for Matlab]

W. Han, S. Xie, Z. Yang, S. Zhou and H. Huang, "Heart sound classification using the SNMFNet classifier", Physiological measurement, 40(10), 105003, 2019. （中科院三区） [Paper] [Code for Python]

Reviewer for IEEE Transactions on Neural Networks and Learning Systems (TNNLS) （中科院一区）

Reviewer for IEEE Transactions on Systems, Man, and Cybernetics: Systems (TSMCA) （中科院一区）

Reviewer for IEEE Transactions on Circuits and Systems for Video Technology (TCSVT) （中科院一区）

Reviewer for IEEE / CVF Computer Vision and Pattern Recognition Conference (CVPR) 2024 (CCF-A conference)

Reviewer for IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP) 2024 (CCF-B conference)

Reviewer for International Conference on Machine Learning (ICML) 2022 (CCF-A conference)

International Volunteer for The Conference on Web and Internet Economics (WINE) 2020 (CCF-A conference)

Q&A system for epilepsy diagnostic
Project Leader, 2019 Seed Program Project in GDUT.

[Paper] [Code for Python]

A Laser Beam Profiler System
Project Leader, 2017 Guangdong Undergraduate Training Program for Innovation and Entrepreneurship.

[Chinese Technical Reports] [Code for LabVIEW]

Doctoral National Scholarship, 2023 (博士研究生国家奖学金)
Outstanding graduates of School of Automation, Guangdong University of Technology, 2021
Outstanding graduates of Beijing Institute of Technology, Zhuhai, 2018
A Laser Beam Quality Analysis Instrument.(激光光束质量分析仪)
Second Prize in Guangdong 14^th Challenge Cup （广东省第十四届挑战杯二等奖）under the guidance of Prof. Junwen Xue.
[Code for LabVIEW] [Video in bilibili]
Measurement of Flame Flow Field with Double-path Schlieren Structure Using Mobile Phone as Light Source. （用手机做光源的双光程纹影结构对火焰流场的测量）
Second Prize in Guangdong 18^th College Physics Experiment Design Competition （广东省第十八届大学生物理实验竞赛二等奖） under the guidance of Prof. Junwen Xue.
[Video in bilibili]