北京雁栖湖应用数学研究院 北京雁栖湖应用数学研究院

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关于我们
院长致辞
理事会
协作机构
参观来访
人员
管理层
科研人员
博士后
来访学者
行政团队
学术支持
学术研究
研究团队
公开课
讨论班
招生招聘
教研人员
博士后
学生
会议
学术会议
工作坊
论坛
学院生活
住宿
交通
配套设施
周边旅游
新闻
新闻动态
通知公告
资料下载
清华大学 "求真书院"
清华大学丘成桐数学科学中心
清华三亚国际数学论坛
上海数学与交叉学科研究院
BIMSA > 康家熠

康家熠

     助理研究员    
助理研究员 康家熠

团队: 几何与智能控制及生物信息交叉

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)
  • 2015 - 2019      四川大学      数学与应用数学      理学学士

工作经历


  • 2024 - 2025      北京雁栖湖应用数学研究院      助理研究员

出版物


  • [1] Xiang Shi, Jiayi Kang, Nan Sun, Xin Zhao, Stephen S.-T. Yau, Multi-perspective Natural Vector for Virus Feature Description, accepted by Journal of computational biology (2025)
  • [2] Yikun Li, Jiayi Kang, Tong Guo, Wanrun Xia, Yao Mao, On Extended State Based Maximum Correntropy Kalman Filter, accepted by IEEE control systems letters (2025)
  • [3] Jiayi Kang, Xiuqiong Chen, and Stephen S.-T. Yau, Explicit Convergence analyses of PDE-based filtering algorithms, SIAM Journal on Control and Optimaization (2025)
  • [4] Ruifeng Dong*, Ming Wang*, Ning Liu, Tong Guo, Jiayi Kang#, Xiaojing Shen, Yao Mao , DIFNet: Decentralized Information Filtering Fusion Neural Network with Unknown Correlation in Sensor Measurement Noises, IEEE Transactions on Neural Networks and Learning Systems (2025)
  • [5] Qin Chang,Jiayi Kang#, Tong Guo, Yao Mao, Continuous-Discrete Feedback Particle Filter with Intermittent Observation: Balancing Performance and Communication Rate (2025)
  • [6] Luyao Zhang, Jiayi Kang, Ru Qian, Tong Guo, Yao Mao, Distributed Simultaneous Input and State Estimation Based on Consensus Optimization (2025)
  • [7] Yikun Li, Jiayi Kang, Tong Guo, Chang Qin,Wanrun Xia, Yao Mao, Twice-Extended State based Kalman Filter, accepted by China Automation Congress 2025 (2025)
  • [8] Jiayi Kang, Yuzhong Hu, Xiaoming Zhang, Stephen S.-T. Yau, A varitional approach for solving filtering problem via Yau-Yau algorithm (2025)
  • [9] Wanrun Xia, Yikun Li, Luyao Zhang, Jiayi Kang, Tong Guo, Qiliang Bao, Yao Mao, A Robust Distributed Diffusion Kalman Filter under Malicious Attacks (2025)
  • [10] Tong Guo, Jiayi Kang, Ruifeng Dong, Xiaoxu Lyu, Yao Mao, Ling Shi, Sensor Selection for Multi-sensor Networks Based on Pseudo-linear Kalman Filtering (2025)
  • [11] Tong Guo, Jiayi Kang, Xinyuan Huang, Xiaoxu Lyu, Yao Mao, Ling Shi, Stochastic Event-triggered Estimation for Bearings-only Measurements (2025)
  • [12] Ning Liu, Ruifeng Dong, Tong Guo, Ming Wang, Jiayi Kang, Yao Mao, PLKFNet: A Data-Driven Pseudolinear Kalman Filter for Bearings-Only Measurment (2025)
  • [13] Wenhui Dong, Jiayi Kang and Stephen S.-T. Yau, Splitting-up Method for Zakai Equation with $\alpha$-Stable L\'evy Noise: Convergence Analysis and Applications to Nonlinear Filtering Problems (2025)
  • [14] Yuzhong Hu, Jiayi Kang, Lei Ma, and Xiaoming Zhang, A novel implementation of Yau-Yau filter for time-variant nonlinear problems, accepted by Data Analytics and Topology (2025)
  • [15] Xiuqiong Chen*, Jiayi Kang* and Stephen S.-T. Yau, Continuous Discrete Optimal Transportation Particle Filter, Asian Journal of Mathematics (2025)
  • [16] Luyao Zhang, Tong Guo, Jiayi Kang, Ning Liu, Wangrun Xia, Yao Mao, A Distributed Diffusion Bound Optimal Filter for Nonlinear Systems, accepted by 44th Chinese Control Conference (2025)
  • [17] Tong Guo, Jiayi Kang*, Ruifeng Dong, Luyao Zhang, Yao Mao, Pseudo-linear variational adaptive filter for angle-only observation (2025)
  • [18] Jiayi Kang*, Xiaopei Jiao*, and Stephen S.-T. Yau, Estimation of the Linear System via Optimal Transportation and Its Application for Missing Data Observations, IEEE Transactions on Automatic Control (2025)
  • [19] Yangtianze Tao, Xiuqiong Chen, Jiayi Kang, and Stephen S.-T. Yau, Universal Approximation Capacity of Bidirectional Recurrent Neural Networks with Noisy Sequential Inputs, submitted to Automatica (2025)
  • [20] Y Tao, J Kang, SST Yau, The Stochastic Stability Analysis for Outlier Robustness of Kalman-type Filtering Framework Based on Correntropy-Induced Cost, IEEE Transactions on Automatic Control (2024)
  • [21] Jiayi Kang, Andrew Salmon and Stephen S.-T. Yau, Nonexistence of finite-dimensional estimation algebras on closed smooth manifolds, arXiv preprint arXiv:2410.08689 (2024)
  • [22] Xiuqiong Chen, Jiayi Kang and Stephen S.-T. Yau, Time-varying feedback particle filter, Automatica, 167, 111740 (2024)
  • [23] Stephen S-T. Yau, Yangtianze Tao, and Jiayi Kang, Maximum Correntropy Ensemble Kalman Filter, accepted by proceedings of the 2023 62nd IEEE Conference on Decision and Control(2023)
  • [24] Kang J., Jiao X. 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)
  • [25] Y Tao, J Kang, SST Yau, Neural projection filter: Learning unknown dynamics driven by noisy observations, IEEE Transactions on Neural Networks and Learning Systems (2023)
  • [26] Stephen S-T. Yau, Jiayi Kang and Andrew Salmon, Log-concave posterior densities arising in continuous filtering and a maximum a posteriori algorithm, SIAM Journal on Control and Optimization, 64(2023), 4, 2407-2424
  • [27] Kang, Jiayi, Xiuqiong Chen, Yangtianze Tao, and Stephen Shing-Toung Yau, Optimal transportation particle filter for linear filtering systems with correlated noises, IEEE Transactions on Aerospace and Electronic Systems, 58(6), 5190-5203 (2022)
  • [28] Xiuqiong Chen*, Jiayi Kang*, Mina Teicher, and Stephen S.-T. Yau, A New Linear Regression Kalman Filter with Symmetric Samples, Symmetry, 13(11), 2139 (2021)
  • [29] 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)
  • [30] STY Stephen, X Chen, X Jiao, J Kang, Z Sun, Y Tao, Principles of Nonlinear Filtering Theory,

 

更新时间: 2025-10-20 17:00:09


北京雁栖湖应用数学研究院
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