Learning for Control: L1-Error Bounds for Kernel-Based Regression

被引：0
|
作者：
Bisiacco, Mauro [1 ]
Pillonetto, Gianluigi [1 ]
机构：
[1] University of Padova, Department of Information Engineering, Padova,35122, Italy
来源：
IEEE Transactions on Automatic Control | 2024年 / 69卷 / 10期
关键词：
D O I：
10.1109/TAC.2024.3372882
中图分类号：
学科分类号：
摘要：
Dynamical systems
引用
收藏
页码：6530 / 6545
相关论文
共 50 条
  • [1] Error bounds for kernel-based numerical differentiation
    Oleg Davydov
    Robert Schaback
    [J]. Numerische Mathematik, 2016, 132 : 243 - 269
  • [2] Error bounds for kernel-based numerical differentiation
    Davydov, Oleg
    Schaback, Robert
    [J]. NUMERISCHE MATHEMATIK, 2016, 132 (02) : 243 - 269
  • [3] Deterministic error bounds for kernel-based learning techniques under bounded noise
    Maddalena, Emilio Tanowe
    Scharnhorst, Paul
    Jones, Colin N.
    [J]. AUTOMATICA, 2021, 134
  • [4] Error Bounds and the Asymptotic Setting in Kernel-Based Approximation
    Karvonen, Toni
    [J]. DOLOMITES RESEARCH NOTES ON APPROXIMATION, 2022, 15 : 65 - 77
  • [5] Error bounds for kernel-based approximations of the Koopman operator
    Philipp, Friedrich M.
    Schaller, Manuel
    Worthmann, Karl
    Peitz, Sebastian
    Nueske, Feliks
    [J]. APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS, 2024, 71
  • [6] LEARNING THE KERNEL BASED ON ERROR BOUNDS
    Tang, Yi
    Chen, Hong
    [J]. PROCEEDINGS OF 2008 INTERNATIONAL CONFERENCE ON WAVELET ANALYSIS AND PATTERN RECOGNITION, VOLS 1 AND 2, 2008, : 805 - 809
  • [7] Learning rates for kernel-based expectile regression
    Farooq, Muhammad
    Steinwart, Ingo
    [J]. MACHINE LEARNING, 2019, 108 (02) : 203 - 227
  • [8] Learning rates for kernel-based expectile regression
    Muhammad Farooq
    Ingo Steinwart
    [J]. Machine Learning, 2019, 108 : 203 - 227
  • [9] UNCERTAINTY BOUNDS FOR KERNEL-BASED REGRESSION: A BAYESIAN SPS APPROACH
    Care, Algo
    Pillonetto, Gianluigi
    Campi, Marco C.
    [J]. 2018 IEEE 28TH INTERNATIONAL WORKSHOP ON MACHINE LEARNING FOR SIGNAL PROCESSING (MLSP), 2018,
  • [10] Error Bounds for Kernel-Based Linear System Identification With Unknown Hyperparameters
    Yin, Mingzhou
    Smith, Roy S. S.
    [J]. IEEE CONTROL SYSTEMS LETTERS, 2023, 7 : 2491 - 2496
12345