Statistical Learning Theory for Control: A Finite-Sample Perspective

被引:1
|
作者
Tsiamis, Anastasios [1 ]
Ziemann, Ingvar [2 ]
Matni, Nikolai [3 ]
Pappas, George J. [3 ]
机构
[1] ETH Zürich, Department of Information Technology and Electrical Engineering, Zürich,8092, Switzerland
[2] KTH Royal Institute of Technology, Division of Decision and Control Systems, Stockholm, Sweden
[3] University of Pennsylvania, Department of Electrical and Systems Engineering, Philadelphia,PA,19104, United States
关键词
Concrete failure - Dynamics and control - Engineering solutions - Finite samples - Integral components - Linear dynamical systems - Machine-learning - Modern engineering - Simple++ - Statistical learning theory;
D O I
10.1109/MCS.2023.3310345
中图分类号
学科分类号
摘要
引用
收藏
页码:67 / 97
相关论文
共 50 条
  • [1] Asymptotic and Finite-Sample Properties in Statistical Estimation
    Jureckova, Jana
    [J]. ASYMPTOTIC LAWS AND METHODS IN STOCHASTICS, 2015, : 379 - 387
  • [2] A COMPLETE CLASS THEOREM FOR STATISTICAL PROBLEMS WITH FINITE-SAMPLE SPACES
    BROWN, LD
    [J]. ANNALS OF STATISTICS, 1981, 9 (06): : 1289 - 1300
  • [3] On the finite-sample statistical validity of adaptive fully sequential procedures
    Cheng, Zhenxia
    Luo, Jun
    Wu, Ruijing
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2023, 307 (01) : 266 - 278
  • [4] SOME FINITE-SAMPLE THEORY FOR BOOTSTRAP REGRESSION ESTIMATES
    FISHER, G
    SIM, AB
    [J]. JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 1995, 43 (1-2) : 289 - 300
  • [5] ON FINITE-SAMPLE THEORY FOR AUTOREGRESSIVE MODEL ORDER SELECTION
    BROERSEN, PMT
    WENSINK, HE
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1993, 41 (01) : 194 - 204
  • [6] Learning Topic Models: Identifiability and Finite-Sample Analysis
    Chen, Yinyin
    He, Shishuang
    Yang, Yun
    Liang, Feng
    [J]. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2023, 118 (544) : 2860 - 2875
  • [7] Towards finite-sample convergence of direct reinforcement learning
    Lim, SH
    DeJong, G
    [J]. MACHINE LEARNING: ECML 2005, PROCEEDINGS, 2005, 3720 : 230 - 241
  • [8] A Lyapunov Theory for Finite-Sample Guarantees of Markovian Stochastic Approximation
    Chen, Zaiwei
    Maguluri, Siva T.
    Shakkottai, Sanjay
    Shanmugam, Karthikeyan
    [J]. OPERATIONS RESEARCH, 2024, 72 (04) : 1352 - 1367
  • [9] On the finite-sample analysis of Θ-estimators
    She, Yiyuan
    [J]. ELECTRONIC JOURNAL OF STATISTICS, 2016, 10 (02): : 1874 - 1895
  • [10] FINITE-SAMPLE EQUIVALENCE IN STATISTICAL MODELS FOR PRESENCE-ONLY DATA
    Fithian, William
    Hastie, Trevor
    [J]. ANNALS OF APPLIED STATISTICS, 2013, 7 (04): : 1917 - 1939