中文
  • 刘耀华 371
  • Doctoral Degree in Engineering
  • Lecturer (higher education)
  • 未来技术学院
 

Educational Experience

  • 2015.92020.7

     中国科学技术大学   控制科学与工程   工学博士   With Certificate of Graduation for Doctorate Study 

  • 2011.92015.6

     华南理工大学   自动化   工学学士   University graduated 

Work Experience

  • 2020.8Now

    南京信息工程大学

Research Focus

  • [1] 机器学习
  • [2] 分布式网络优化算法
 

Personal Information

Welcome to my homepage.

欢迎各位有意从事机器学习算法研究的同学与我联系~


教育及工作经历:

1. 2020.08至今:南京信息工程大学人工智能学院,专任教师

2. 2015.09-2020.07:中国科学技术大学信息科学技术学院,工学博士

3. 2018.09-2019.09:Department of Electrical and Computer Engineering, George Mason University,联合培养

4. 2011.09-2015.06:华南理工大学自动化学院,工学学士


研究领域与主持课题:

主要从事分布式机器学习、优化算法的相关领域研究,目前在IEEE Transactions on Signal Processing,IEEE Transactions on Neural Networks and Learning Systems、ICASSP、CDC等国际知名期刊、重要会议上发表学术论文数篇,GoogleScholar同行引用百余次,部分参与项目如下:

1. 江苏省基础研究计划(自然科学青年基金项目),2021-2024,主持

2. 江苏省创新创业博士项目,2021-2024,主持

3. 人才启动经费资助项目,2021-2024,主持


教学工作:

承担《数字图像处理》、《机器学习》、《最优化方法》等多门人工智能专业课程教学工作。


发表论文:

1. Yaohua Liu, Gang Wu, Zhi Tian, and Qing Ling: “DQC-ADMM: Decentralized dynamic ADMM with quantized and censored communications,” IEEE Transactions on Neural Networks and Learning Systems, 2021. (IF: 8.79)

2. Yaohua Liu, Wei Xu, Gang Wu, Zhi Tian, and Qing Ling: “Communication-censored ADMM for decentralized consensus optimization,” IEEE Transactions on Signal Processing, vol. 67, no. 10, pp. 2565-2579, 2019. (IF: 5.03)

3. Qing Ling, Yaohua Liu, Wei Shi, and Zhi Tian: “Weighted ADMM for fast decentralized network optimization,” IEEE Transactions on Signal Processing, vol. 64, no. 22, pp. 5930-5942, 2016. (IF: 5.03)

4. Weiyu Li, Yaohua Liu, Zhi Tian, and Qing Ling: “Communication-censored linearized ADMM for decentralized consensus optimization,”IEEE Transactions on Signal and Information Processing over Networks, vol. 6, no. 1, pp.18-34, 2019. (IF: 3.15)

5. Yaohua Liu, Cameron Nowzari, Zhi Tian, and Qing Ling: “Asynchronous periodic event-triggered coordination of multi-agent systems,” In: Proceedings of the 56th Conference on Decision and Control (CDC), pp. 6696-6701, IEEE, 2017.

6. Yaohua Liu, Kun Yuan, Gang Wu, Zhi Tian, and Qing Ling: “Decentralized dynamic ADMM with quantized and censored communications,” In: Proceedings of the 53rd Asilomar Conference on Signals, Systems, and Computers (ACSSC), pp. 1496-1500, IEEE, 2019.

7. Yaohua Liu, Wei Xu, Gang Wu, Zhi Tian, and Qing Ling: “COCA: Communication-censored ADMM for decentralized consensus optimization,” In: Proceedings of the 52nd Asilomar Conference on Signals, Systems, and Computers (ACSSC), pp.33-37, IEEE, 2018.

8. Qing Ling, Yaohua Liu, Wei Shi, and Zhi Tian: “Communication-efficient weighted ADMM for decentralized network optimization,” In: Proceedings of the 41st International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 4821-4825, IEEE, 2016. 

9. Weiyu Li, Yaohua Liu, Zhi Tian, and Qing Ling: “COLA: Communication-censored linearized ADMM for decentralized consensus optimization,” In: Proceedings of the 44th International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 5237-5241, IEEE, 2019.

  • Gender:Female
  • Alma Mater:中国科学技术大学
  • Education Level:With Certificate of Graduation for Doctorate Study
  • Degree:Doctoral Degree in Engineering
  • Status:在岗
  • Date of Employment:2020-08-19
  • Business Address:南京信息工程大学亚培楼W403
  • Contact Information:Yaoh.Liu@nuist.edu.cn
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