Mean square convergence of functional conditional distribution estimators under twice censoring

In this work, we propose a novel kernel estimator for the conditional distribution in the twice censored model, with functional regressors. We next analyze its mean square convergence, with an explicit rate given in Theorem [t1]. To validate our theoretical result, we conduct a simulation study that demonstrates the estimator's accuracy and performance, further supporting the robustness of our method, even with twice censored data.

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Publication Details

Journal
Gulf Journal of Mathematics
Published
2025-04-20
DOI
https://doi.org/10.56947/gjom.v19i2.2774
Primary Topic
Statistical Methods and Inference
Type
article
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article

Mean square convergence of functional conditional distribution estimators under twice censoring

Sarra Leulmi, Ranya Boustila
Gulf Journal of Mathematics
Statistical Methods and Inference
article

Mean square convergence of functional conditional distribution estimators under twice censoring

Sarra Leulmi, Ranya Boustila
article en

Abstract

In this work, we propose a novel kernel estimator for the conditional distribution in the twice censored model, with functional regressors. We next analyze its mean square convergence, with an explicit rate given in Theorem [t1]. To validate our theoretical result, we conduct a simulation study that demonstrates the estimator's accuracy and performance, further supporting the robustness of our method, even with twice censored data.

Gulf Journal of MathematicsVol. 19(2)
University Frères Mentouri Constantine 1 (DZ)
Openalex Percentile: Top 92%
Statistical Methods and Inference
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Mean square convergence of functional conditional distribution estimators under twice censoring — Sarra Leulmi, Ranya Boustila · Gulf Journal of Mathematics (2025) | TGRS Research Map | TGRS