Wavelet Based Estimation of the Derivatives of a Density for a Discrete-Time Stochastic Process: Lp-Losses

We propose a method of estimation of the derivatives of probability density based on wavelets methods for a sequence of random variables with a common one-dimensional probability density function and obtain an upper bound on Lp-losses for such estimators. We suppose that the process is strongly mixi...

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Format: Article
Language:English
Published: University of Tehran 2006-03-01
Series:Journal of Sciences, Islamic Republic of Iran
Online Access:https://jsciences.ut.ac.ir/article_31695_a414f53730eb9eeaba2f7907d4c51aa0.pdf
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description We propose a method of estimation of the derivatives of probability density based on wavelets methods for a sequence of random variables with a common one-dimensional probability density function and obtain an upper bound on Lp-losses for such estimators. We suppose that the process is strongly mixing and we show that the rate of convergence essentially depends on the behavior of a special quadratic characteristic.
format Article
id doaj-art-30baea6f548c452a80d4e45b95c3f071
institution OA Journals
issn 1016-1104
2345-6914
language English
publishDate 2006-03-01
publisher University of Tehran
record_format Article
series Journal of Sciences, Islamic Republic of Iran
spelling doaj-art-30baea6f548c452a80d4e45b95c3f0712025-08-20T02:25:51ZengUniversity of TehranJournal of Sciences, Islamic Republic of Iran1016-11042345-69142006-03-0117131695Wavelet Based Estimation of the Derivatives of a Density for a Discrete-Time Stochastic Process: Lp-LossesWe propose a method of estimation of the derivatives of probability density based on wavelets methods for a sequence of random variables with a common one-dimensional probability density function and obtain an upper bound on Lp-losses for such estimators. We suppose that the process is strongly mixing and we show that the rate of convergence essentially depends on the behavior of a special quadratic characteristic.https://jsciences.ut.ac.ir/article_31695_a414f53730eb9eeaba2f7907d4c51aa0.pdf
spellingShingle Wavelet Based Estimation of the Derivatives of a Density for a Discrete-Time Stochastic Process: Lp-Losses
Journal of Sciences, Islamic Republic of Iran
title Wavelet Based Estimation of the Derivatives of a Density for a Discrete-Time Stochastic Process: Lp-Losses
title_full Wavelet Based Estimation of the Derivatives of a Density for a Discrete-Time Stochastic Process: Lp-Losses
title_fullStr Wavelet Based Estimation of the Derivatives of a Density for a Discrete-Time Stochastic Process: Lp-Losses
title_full_unstemmed Wavelet Based Estimation of the Derivatives of a Density for a Discrete-Time Stochastic Process: Lp-Losses
title_short Wavelet Based Estimation of the Derivatives of a Density for a Discrete-Time Stochastic Process: Lp-Losses
title_sort wavelet based estimation of the derivatives of a density for a discrete time stochastic process lp losses
url https://jsciences.ut.ac.ir/article_31695_a414f53730eb9eeaba2f7907d4c51aa0.pdf