Nonparametric statistical inverse problems

被引:107
|
作者
Cavalier, L. [1 ]
机构
[1] Univ Aix Marseille 1, CMI, F-13453 Marseille 13, France
关键词
D O I
10.1088/0266-5611/24/3/034004
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We explain some basic theoretical issues regarding nonparametric statistics applied to inverse problems. Simple examples are used to present classical concepts such as the white noise model, risk estimation, minimax risk, model selection and optimal rates of convergence, as well as more recent concepts such as adaptive estimation, oracle inequalities, modern model selection methods, Stein's unbiased risk estimation and the very recent risk hull method.
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收藏
页数:19
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