Ze Ju Sun
Assistant Professor
Group: Statistics, Probability and Data Science
Office: A12-204
Email: sunzeju@bimsa.cn
Research Field: Control Theory
Research Interest
- Nonlinear Filtering Theory and Algorithms
- Interactions Between Filtering Theory and Deep Learning
- Relationship Between Stochastic Control and Nonlinear Filtering
- Numerical Solutions of Stochastic Partial Differential Equations
Education Experience
- 2020 - 2025 Tsinghua University Mathematics Ph.D (Supervisor: Stephen S.-T. Yau)
- 2016 - 2020 Tsinghua University Mathematics Bachelor
Work Experience
- 2025 - BIMSA Assistant Professor
Publication
- [1] Xiuqiong Chen*, Zeju Sun*, Yangtianze Tao, and Stephen Shing-Toung Yau, A Uniform Framework of Yau-Yau Algorithm Based on Deep Learning with the Capability of Overcoming the Curse of Dimensionality, accepted by IEEE Transactions on Automatic Control(2024)
- [2] Xiaopei Jiao*, Shaojun Pei*, Zeju Sun, Jiayi Kang and Stephen S.-T. Yau, Determination of the nucleotide or amino acid composition of genome or protein sequences by using natural vector method and convex hull principle, Fundamental Research, 1(5), 559-564 (2021)
- [3] Z Sun, X Chen, SST Yau, Recurrent neural network spectral method and its application in stable filtering problems, Automatica, 173, 112067 (2025)
- [4] Z Sun, SST Yau, The Applications of Yau-Yau Algorithm on McKean-Vlasov Filtering Problem, Journal of Systems Science and Complexity, 38(1), 79-97 (2025)
- [5] W Cao, T Zhang, Z Sun, C Liu, SST Yau, SE Li, Nonlinear Bayesian Filtering with Natural Gradient Gaussian Approximation, arXiv (2024)
- [6] Z Sun, X Chen, SST Yau, On the Convergence Analysis of Yau-Yau Nonlinear Filtering Algorithm: from a Probabilistic Perspective, arXiv (2024)
- [7] Z Sun, SST Yau, Solving nonlinear filtering problems with correlated noise based on Hermite–Galerkin spectral method, Automatica, 156, 111176 (2023)
- [8] Z Sun, S Pei, RL He, SST Yau, A novel numerical representation for proteins: three-dimensional chaos game representation and its extended natural vector, Computational and Structural Biotechnology Journal, 18, 1904-1913 (2020)
- [9] STY Stephen, X Chen, X Jiao, J Kang, Z Sun, Y Tao, Principles of Nonlinear Filtering Theory,
Update Time: 2025-07-21 17:00:10