Optimal Convergence Rates Results for Linear Inverse Problems in Hilbert Spaces

被引:20
|
作者
Albani, V. [1 ]
Elbau, P. [1 ]
de Hoop, M. V. [2 ,3 ]
Scherzer, O. [1 ,4 ]
机构
[1] Univ Vienna, Computat Sci Ctr, Oskar Morgenstern Pl 1, A-1090 Vienna, Austria
[2] Rice Univ, Dept Computat & Appl Math, Houston, TX USA
[3] Rice Univ, Dept Earth Sci, Houston, TX USA
[4] Johann Radon Inst Computat & Appl Math RICAM, Linz, Austria
基金
奥地利科学基金会;
关键词
Approximative source conditions; convergence rates; linear inverse problems; regularization; variational source conditions; TIKHONOV REGULARIZATION;
D O I
10.1080/01630563.2016.1144070
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this article, we prove optimal convergence rates results for regularization methods for solving linear ill-posed operator equations in Hilbert spaces. The results generalizes existing convergence rates results on optimality to general source conditions, such as logarithmic source conditions. Moreover, we also provide optimality results under variational source conditions and show the connection to approximative source conditions.
引用
收藏
页码:521 / 540
页数:20
相关论文
共 50 条
  • [31] Convergence analysis for solving equilibrium problems and split feasibility problems in Hilbert spaces
    Li, Haiying
    Wu, Yulian
    Wang, Fenghui
    OPTIMIZATION, 2023, 72 (07) : 1863 - 1898
  • [32] A strong convergence theorem for equilibrium problems and split feasibility problems in Hilbert spaces
    Tang, Jinfang
    Chang, Shih-sen
    Yuan, Fei
    FIXED POINT THEORY AND APPLICATIONS, 2014,
  • [33] Convergence theorems for fixed point problems and variational inequality problems in Hilbert spaces
    Yao, Yonghong
    Liou, Yeong-Cheng
    Chen, Rudong
    MATHEMATISCHE NACHRICHTEN, 2009, 282 (12) : 1827 - 1835
  • [34] Galerkin approximation of linear problems in Banach and Hilbert spaces
    Arendt, W.
    Chalendar, I
    Eymard, R.
    IMA JOURNAL OF NUMERICAL ANALYSIS, 2022, 42 (01) : 165 - 198
  • [35] Strong Convergence Results for Continuous Hemicontractive Mappings in Hilbert Spaces
    Akuchu, B. G.
    Okoro, A. O.
    Nwigbo, K. T.
    Chukwuyere, P. C.
    COMMUNICATIONS IN MATHEMATICS AND APPLICATIONS, 2020, 11 (01): : 113 - 120
  • [36] ON THE OPTIMAL RATES OF CONVERGENCE FOR NONPARAMETRIC DECONVOLUTION PROBLEMS
    FAN, JQ
    ANNALS OF STATISTICS, 1991, 19 (03): : 1257 - 1272
  • [37] OPTIMAL CONVERGENCE RATES FOR TIKHONOV REGULARIZATION IN BESOV SPACES
    Weidling, Frederic
    Sprung, Benjamin
    Hohage, Thorsten
    SIAM JOURNAL ON NUMERICAL ANALYSIS, 2020, 58 (01) : 21 - 47
  • [38] Convergence results for obstacle problems on metric spaces
    Farnana, Zohra
    JOURNAL OF MATHEMATICAL ANALYSIS AND APPLICATIONS, 2010, 371 (02) : 436 - 446
  • [39] Convergence rate for the Bayesian approach to linear inverse problems
    Hofinger, Andreas
    Pikkarainen, Hanna K.
    INVERSE PROBLEMS, 2007, 23 (06) : 2469 - 2484
  • [40] Convergence of Galerkin Solutions for Linear Differential Algebraic Equations in Hilbert Spaces
    Matthes, Michael
    Tischendorf, Caren
    NUMERICAL ANALYSIS AND APPLIED MATHEMATICS, VOLS I-III, 2010, 1281 : 247 - 250