A note on wavelet shrinkage in nonparametric regression models with ARFIMA errors

In this paper, we propose a shrinkage wavelet-based method to estimate the signal in a nonparametric regression model with Autoregressive Fractionally Integrated Moving Average (ARFIMA) errors. Monte Carlo experiments indicate that the proposed method is better than widely used wavelet shrinkage methods, and is the best in situations where the noise has very long memory.

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Publication Details

Journal
Figshare
Published
2026-10-29
DOI
https://doi.org/10.6084/m9.figshare.34859074
Primary Topic
Image and Signal Denoising Methods
Type
article
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article

A note on wavelet shrinkage in nonparametric regression models with ARFIMA errors

Mauricio Zevallos, Alex Rodrigo dos S. Sousa
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Figshare
Image and Signal Denoising Methods
article

A note on wavelet shrinkage in nonparametric regression models with ARFIMA errors

Mauricio Zevallos, Alex Rodrigo dos S. Sousa
article en

Abstract

In this paper, we propose a shrinkage wavelet-based method to estimate the signal in a nonparametric regression model with Autoregressive Fractionally Integrated Moving Average (ARFIMA) errors. Monte Carlo experiments indicate that the proposed method is better than widely used wavelet shrinkage methods, and is the best in situations where the noise has very long memory.

Figshare
Openalex Percentile: Top 17%
Image and Signal Denoising Methods
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A note on wavelet shrinkage in nonparametric regression models with ARFIMA errors — Mauricio Zevallos, Alex Rodrigo dos S. Sousa · Figshare (2026) | TGRS Research Map | TGRS