Xinze Zhang

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Xinze Zhang is currently a postdoctoral researcher in the School of Computer Science and Technology, Huazhong University of Science and Technology (HUST), Wuhan, P.R. China. He received his Ph.D. in management from Huazhong University of Science and Technology, Wuhan, China, in 2023, and received the M.P.Ac. degree in 2018 from the same university. He received the B.Ac. degree in 2015 from Zhongnan University of Economics and Law (ZUEL), China. He is the Principal Investigator of the projects supported by the China Postdoctoral Science Foundation and the Natural Science Foundation of Hubei Province, China. His interests lie primarily in machine learning for sequential data, especially in adversarial machine learning, time series forecasting, and automatic modulation classification.

Contact Info

  • E-mail: xinze@hust.edu.cn, xinze.zh@outlook.com
  • Wechat: xinze-zh

Publications

  • Error-feedback three-phase optimization to configurable convolutional echo state network for time series forecasting. Xinze Zhang, Kun He, Qi Sima, and Yukun Bao. Applied Soft Computing, 2024. Pages 111715.
  • Multi-channel convolutional distilled transformer for automatic modulation recognition. Zhenhua Chen$^\dagger$, Xinze Zhang$^\dagger$, and Kun He. In Proceedings of the International Joint Conference on Neural Networks (IJCNN). 2024.
  • Crafting adversarial examples for neural machine translation. Xinze Zhang, Junzhe Zhang, Zhenhua Chen, and Kun He. In Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics (ACL). 2021.
  • Error-feedback stochastic modeling strategy for time series forecasting with convolutional neural networks. Xinze Zhang, Kun He, and Yukun Bao. Neurocomputing, 2021. Volume 459, Pages 234-248.
  • Short-term load forecasting of central china based on DPSO-LSTM. Jianhua Yang, Xinze Zhang$^\star$, and Yukun Bao. In Proceedings of IEEE 4th International Electrical and Energy Conference (CIEEC), 2021.
  • Expert recognition of online negative word-of-mouth processing based on support vector machine. Xinze Zhang, Shuqin Cai, and Siyu Luo. Statistics and Decision (Chinese Journal), 2017. Volume 490, Pages 80-83.

† Equal contribution, ★ Corresponding Author

Under Review

  • SNR-aware adaptive feature selection for neural modulation recognition. Xinze Zhang, Zhenhua Cheng, and Kun He.
  • Enhancing echo state network with particle swarm bayesian optimization enabled echo state selection for time series forecasting. Xinze Zhang, Qi Sima, Kun He, Yukun Bao, and Shuhan Chen
  • Reinforced decoder: towards training recurrent neural networks for time series forecasting. Qi Sima$^\dagger$, Xinze Zhang$^\dagger$, Yukun Bao, Siyue Yang, and Liang Shen

† Equal contribution

Teaching

Business Intelligence & Data Mining
Mar. 2019 - Jun. 2020
Teaching Assistant, with Prof. Yukun Bao, School of Management, HUST
The Analysis & Design of Management Information System
Mar. 2016 - Sep. 2017
Teaching Assistant, with Prof. Shuqin Cai, School of Management, HUST
Developing Information System: Methods & Tools (C#)
Sep. 2016 - Jan. 2017
Teaching Assistant, with Assoc. Prof. Shuangyuan Shi, School of Management, HUST
Data Structure (C/C++)
Sep. 2015 - Jan. 2016
Teaching Assistant, with Prof. Qianfan Zhang, School of Management, HUST
Database Technology & Application (SQL Server)
Sep. 2015 - Jan. 2016
Teaching Assistant, with Prof. Qianfan Zhang, School of Management, HUST

Honors

2022
Second Prize Award
"China Software Cup" College Student Software Design Competition
Nanjing, China
2021
National Scholarship
Huazhong University of Science & Technology
Wuhan, China
Theory & Practice Scholarship
Huazhong University of Science & Technology
Wuhan, China
2017
National Scholarship
Huazhong University of Science & Technology
Wuhan, China
Theory & Practice Scholarship
Huazhong University of Science & Technology
Wuhan, China
2016
Outstanding Graduate
Huazhong University of Science & Technology
Wuhan, China
Outstanding Athlete
National College Wushu Championship
Lanzhou, China
4th Place (Nan Gun)
National College Wushu Championship
Lanzhou, China
6th Place (Nan Quan)
National College Wushu Championship
Lanzhou, China
1th Place (Nan Quan)
Hubei College Wushu Competition
Wuhan, China
2015
3th Place (Nan Quan)
Hubei College Wushu Competition
Wuhan, China
2014
People's Scholarship
Zhongnan University of Economics & Law
Wuhan, China
6th Place (Nan Quan)
Hubei College Wushu Competition
Wuhan, China
2013
People's Scholarship
Zhongnan University of Economics & Law
Wuhan, China