BIMSA > 康家熠
助理研究员 康家熠

团队: 统计、概率和数据科学

办公室: A12-108

邮箱: kangjiayi@bimsa.cn

研究方向: 控制, 滤波, 机器学习

研究兴趣

  • 控制理论
  • 滤波理论与采样理论
  • 机器学习的数学理论
  • 微分方程数值解
  • 生物信息学

教育经历

  • 2019 - 2024      清华大学      数学      理学博士      (Supervisor: 丘成栋)

工作经历

  • 2024 -      北京雁栖湖应用数学研究院      助理研究员

出版物

  • [1] Luyao Zhang, Tong Guo, Jiayi Kang, Ning Liu, Wangrun Xia, Yao Mao, A Distributed Diffusion Bound Optimal Filter for Nonlinear Systems, submitted to 44th Chinese Control Conference (2025)
  • [2] Tong Guo, Jiayi Kang, Ruifeng Dong, Luyao Zhang, Wanrun Xia, Yao Mao, Sensor Selection for Multi-sensor Networks Based on Pseudo-linear Kalman Filtering, submitted to IEEE Transaction on Aerospace and Electronic System (2025)
  • [3] Xiuqiong Chen*, Jiayi Kang* and Stephen S.-T. Yau, Continuous Discrete Optimal Transportation Particle Filter, accepted by Asian Journal of Mathematics (2024)
  • [4] Yangtianze Tao*, Jiayi Kang*, and Stephen S.-T. Yau, The Stochastic Stability Analysis for Outlier Robustness of Kalman-type Filtering Framework Based on Correntropy-Induced Cost, accepted by IEEE Transactions on Automatic Control (2024)
  • [5] Jiayi Kang, Andrew Salmon and Stephen S.-T. Yau, Nonexistence of finite-dimensional estimation algebras on closed smooth manifolds, IEEE Transactions on Automatic Control (2024)
  • [6] Jiayi Kang, Xiaopei Jiao, and Stephen S.-T. Yau, Estimation of the Linear System via Optimal Transportation and Its Application for Missing Data Observations, submitted to IEEE TRANSACTIONS ON AUTOMATIC CONTROL(2024)
  • [7] Xiuqiong Chen, Jiayi Kang and Stephen S.-T. Yau, Time-varying Feedback Particle Filter, accepted by Automatica(2024)
  • [8] Jiayi Kang, Xiuqiong Chen, and Stephen S.-T. Yau, Explicit Convergence analyses of PDE-based filtering algorithms, submitted to SIAM Journal on Control and Optimaization(2024)
  • [9] Jiayi Kang, Xiaopei Jiao and Stephen S-T. Yau, Finite Dimensional Estimation Algebra For Time-varying Filtering System and Optimal Transport Particle Filter: A Tangent Flow Point of View, IEEE Transactions on Aerospace and Electronic Systems(2023)
  • [10] Yangtianze Tao, Jiayi Kang and Stephen S.-T. Yau, Maximum Correntropy Ensemble Kalman Filter, IEEE Conference on Decision and Control(2023), 8659-8664
  • [11] Jiayi Kang, Andrew Salmon and Stephen S.-T. Yau, Log-concave posterior densities arising in continuous filtering and a maximum a posteriori algorithm, SIAM Journal on Control and Optimaization, 64(2023), 4, 2407-2424
  • [12] Yangtianze Tao , Jiayi Kang , and Stephen Shing-Toung Yau, Neural Projection Filter: Learning Unknown Dynamics Driven by Noisy Observations, IEEE Transactions on Neural Networks and Learning Systems, 35(2023), 7, 9508-9522
  • [13] Jiayi Kang, Xiuqiong Chen, Yangtianze Tao, and Stephen S.-T. Yau, Optimal Transportation Particle Filter for Linear Filtering Systems with Correlated Noises, IEEE Transaction on Aerospace and Electronic System, 58(2022), 6, 5190-5203
  • [14] Xiuqiong Chen*, Jiayi Kang*, Mina Teicher, and Stephen S.-T. Yau, A New Linear Regression Kalman Filter with Symmetric Samples, Symmetry, 13(2021), 11, 1-13
  • [15] 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(2021), 1, 559-564

 

更新时间: 2025-01-14 21:53:25