Density Estimation by Wavelet Thresholding From Observations of Almost Periodically Correlated Processes under Weak Dependence

In this article, we construct an adaptive wavelet thresholding estimator for the density in a finite mixture model. Our sample is drawn from an almost periodically correlated process under a weak dependence assumption. We assess the asymptotic performance of our estimator by establishing an upper bound for the integrated mean squared error over a Besov ball.

Authors

Publication Details

Journal
International Journal of Statistics and Probability
Published
2025-08-30
DOI
https://doi.org/10.5539/ijsp.v14n3p73
Primary Topic
Fault Detection and Control Systems
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Density Estimation by Wavelet Thresholding From Observations of Almost Periodically Correlated Processes under Weak Dependence

Vincent Monsan, Sylvestre Placide Ekra, Moussa Koné
International Journal of Statistics and Probability
Fault Detection and Control Systems
article

Density Estimation by Wavelet Thresholding From Observations of Almost Periodically Correlated Processes under Weak Dependence

Vincent Monsan, Sylvestre Placide Ekra, Moussa Koné
article en

Abstract

In this article, we construct an adaptive wavelet thresholding estimator for the density in a finite mixture model. Our sample is drawn from an almost periodically correlated process under a weak dependence assumption. We assess the asymptotic performance of our estimator by establishing an upper bound for the integrated mean squared error over a Besov ball.

International Journal of Statistics and ProbabilityVol. 14(3)
Openalex Percentile: Top 72%
Fault Detection and Control Systems
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Density Estimation by Wavelet Thresholding From Observations of Almost Periodically Correlated Processes under Weak Dependence — Vincent Monsan, Sylvestre Placide Ekra, et al. · International Journal of Statistics and Probability (2025) | TGRS Research Map | TGRS