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Author:

Wu, Cong (Wu, Cong.) | Wang, Jinru (Wang, Jinru.) | Zeng, Xiaochen (Zeng, Xiaochen.)

Indexed by:

Scopus SCIE CSCD

Abstract:

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.

Keyword:

Point-wise risk Thresholding GARCH-type model Wavelets Data-driven

Author Community:

  • [ 1 ] [Wu, Cong]Beijing Univ Technol, Coll Math, Fac Sci, Beijing, Peoples R China
  • [ 2 ] [Wang, Jinru]Beijing Univ Technol, Coll Math, Fac Sci, Beijing, Peoples R China
  • [ 3 ] [Zeng, Xiaochen]Beijing Univ Technol, Coll Math, Fac Sci, Beijing, Peoples R China

Reprint Author's Address:

  • [Zeng, Xiaochen]Beijing Univ Technol, Coll Math, Fac Sci, Beijing, Peoples R China

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Source :

JOURNAL OF COMPUTATIONAL MATHEMATICS

ISSN: 0254-9409

Year: 2021

Issue: 1

Volume: 40

Page: 108-126

0 . 9 0 0

JCR@2022

ESI Discipline: MATHEMATICS;

ESI HC Threshold:31

JCR Journal Grade:2

Cited Count:

WoS CC Cited Count: 2

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 6

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