Research Institute of Intelligent Complex Systems 简称IICS
time:2021-08-13 view:3053

Guo Yao  Principal Investigator, Master Supervisor


Research Institute of Intelligent Complex Systems, Fudan University


E-mail: yguo@fudan.edu.cn

URL: https://www.researchgate.net/profile/Yao-Guo


Biography

Guo Yao is mainly engaged in the research of stability theory in the field of dynamic systems and new algorithm architecture in the field of artificial intelligence. His papers have been published on several comprehensive academic journals and conferences, including IEEE.TAC, JDE, CHAOS, PRE, ICLR, etc. He has presided over or participated in several national and provincial scientific research projects. He teaches two graduate courses, Nonlinear Dynamical Systems and Stability Theory of Ordinary Differential Equations.

Education

2009.9-2014.6 Ph.D. School of Mathematical Sciences, Fudan university

2004.9-2009.6 B.Sc. School of Mathematical Sciences, Fudan university

Professional Background:

2021.7-current Fudan university Research Institute of Intelligent Complex Systems Junior Principal Investigator

2018.7-2021.6 Fudan university Institute of Science and Technology for Brain-Inspired Intelligence Junior Principal Investigator

2018.2-2018.4 City University of Hong Kong Department of Electrical Engineering Research Assistant

2014.10-2017.10 York University School of Mathematics and Statistics Postdoctoral researcher

Research Interests

Direction of Applied Mathematics:  stability of nonlinear dynamical systems, system stability and network synchronization in the sense of switching

Direction of Artificial Intelligence:  social cognitive models, differential equation of neural network, distributed reinforcement learning algorithm

Representative Publications

1.Q. Zhu, Y. Guo, and W. Lin, Neural delay differential equations, The Ninth International Conference on Learning Representations (ICLR 2021).

2.Y. Ha, Y. Guo, and W. Lin, Non-Bayesian social learning model with periodically switching structures, CHAOS, vol. 31, April, Art. no. 043137, 2021.

3.S. Zhou, Y. Guo, M. Liu, Y.-C. Lai, and W. Lin, Random temporal connections promote network synchronization, Physical Review E, vol. 100, Art. no. 032302, 2019.

4.Y. Guo, W. Lin, and G. Chen, Stability of switched systems on randomly switching durations with random interaction matrices, IEEE Transactions on Automatic Control, vol. 63, no. 1, pp. 21-36, 2018.

5.Y. Guo, W. Lin, Y. Chen, J. Wu, Instability in time-delayed switched systems induced by fast and random switching, Journal of Differential Equations. vol. 263, no. 2, pp. 880-909, 2017.

6.Y. Guo, W. Lin, and D. W. C. Ho, Discrete-time systems with random switches: From systems stability to networks synchronization, CHAOS, vol. 26, no. 3, 033113, 2016.

7.Y. Guo, W. Lin, and M. A. F. Sanjuan, The efficiency of a random and fast switch in complex dynamical systems, New Journal of Physics, vol. 14, no. 8, 083022, 2012.


time:2021-08-13 view:3053

Guo Yao  Principal Investigator, Master Supervisor


Research Institute of Intelligent Complex Systems, Fudan University


E-mail: yguo@fudan.edu.cn

URL: https://www.researchgate.net/profile/Yao-Guo


Biography

Guo Yao is mainly engaged in the research of stability theory in the field of dynamic systems and new algorithm architecture in the field of artificial intelligence. His papers have been published on several comprehensive academic journals and conferences, including IEEE.TAC, JDE, CHAOS, PRE, ICLR, etc. He has presided over or participated in several national and provincial scientific research projects. He teaches two graduate courses, Nonlinear Dynamical Systems and Stability Theory of Ordinary Differential Equations.

Education

2009.9-2014.6 Ph.D. School of Mathematical Sciences, Fudan university

2004.9-2009.6 B.Sc. School of Mathematical Sciences, Fudan university

Professional Background:

2021.7-current Fudan university Research Institute of Intelligent Complex Systems Junior Principal Investigator

2018.7-2021.6 Fudan university Institute of Science and Technology for Brain-Inspired Intelligence Junior Principal Investigator

2018.2-2018.4 City University of Hong Kong Department of Electrical Engineering Research Assistant

2014.10-2017.10 York University School of Mathematics and Statistics Postdoctoral researcher

Research Interests

Direction of Applied Mathematics:  stability of nonlinear dynamical systems, system stability and network synchronization in the sense of switching

Direction of Artificial Intelligence:  social cognitive models, differential equation of neural network, distributed reinforcement learning algorithm

Representative Publications

1.Q. Zhu, Y. Guo, and W. Lin, Neural delay differential equations, The Ninth International Conference on Learning Representations (ICLR 2021).

2.Y. Ha, Y. Guo, and W. Lin, Non-Bayesian social learning model with periodically switching structures, CHAOS, vol. 31, April, Art. no. 043137, 2021.

3.S. Zhou, Y. Guo, M. Liu, Y.-C. Lai, and W. Lin, Random temporal connections promote network synchronization, Physical Review E, vol. 100, Art. no. 032302, 2019.

4.Y. Guo, W. Lin, and G. Chen, Stability of switched systems on randomly switching durations with random interaction matrices, IEEE Transactions on Automatic Control, vol. 63, no. 1, pp. 21-36, 2018.

5.Y. Guo, W. Lin, Y. Chen, J. Wu, Instability in time-delayed switched systems induced by fast and random switching, Journal of Differential Equations. vol. 263, no. 2, pp. 880-909, 2017.

6.Y. Guo, W. Lin, and D. W. C. Ho, Discrete-time systems with random switches: From systems stability to networks synchronization, CHAOS, vol. 26, no. 3, 033113, 2016.

7.Y. Guo, W. Lin, and M. A. F. Sanjuan, The efficiency of a random and fast switch in complex dynamical systems, New Journal of Physics, vol. 14, no. 8, 083022, 2012.