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摘要:
This paper considers adaptive point-wise estimations of density functions in GARCHtype model under the local Ho center dot lder condition by wavelet methods. A point-wise lower bound estimation of that model is first investigated; then we provide a linear wavelet estimate to obtain the optimal convergence rate, which means that the convergence rate coincides with the lower bound. The non-linear wavelet estimator is introduced for adaptivity, although it is nearly-optimal. However, the non-linear wavelet one depends on an upper bound of the smoothness index of unknown functions, we finally discuss a data driven version without any assumptions on the estimated functions.
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通讯作者信息:
来源 :
JOURNAL OF COMPUTATIONAL MATHEMATICS
ISSN: 0254-9409
年份: 2021
期: 1
卷: 40
页码: 108-126
0 . 9 0 0
JCR@2022
ESI学科: MATHEMATICS;
ESI高被引阀值:31
JCR分区:2
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