Direct L-moments for Type-I censored data with application to the Kumaraswamy distribution

This paper suggests a modification of L-moments method to make it suitable for censored data directly (namely: Direct L-moments). This study concentrates on Type-I censored data. The modification is applied to estimate the unknown parameters of Kumaraswamy (Kw) distribution. The suggested modificati...

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Main Authors: Mahmoud Riad Mahmoud, Fatma A. Khalil, Ghada A. El-Kelany, Hager A. Ibrahim
Format: Article
Language:English
Published: Taylor & Francis Group 2017-01-01
Series:Cogent Mathematics
Subjects:
Online Access:http://dx.doi.org/10.1080/23311835.2017.1357236
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spelling doaj-75f66e7178064b929d431e27de5531952020-11-24T20:58:23ZengTaylor & Francis GroupCogent Mathematics2331-18352017-01-014110.1080/23311835.2017.13572361357236Direct L-moments for Type-I censored data with application to the Kumaraswamy distributionMahmoud Riad Mahmoud0Fatma A. Khalil1Ghada A. El-Kelany2Hager A. Ibrahim3Institute of Statistics Studies and Research, Cairo UniversityAL-Azhar University (Girls’ Branch)AL-Azhar University (Girls’ Branch)AL-Azhar University (Girls’ Branch)This paper suggests a modification of L-moments method to make it suitable for censored data directly (namely: Direct L-moments). This study concentrates on Type-I censored data. The modification is applied to estimate the unknown parameters of Kumaraswamy (Kw) distribution. The suggested modification is compared with L-moments via partial probability-weighted moments (PPWM) method and maximum likelihood (ML) method. The results are achieved using a comparative numerical study in terms of estimate of the unknown parameters, relative bias and root of mean square error (RMSE) using Monte Carlo simulation.http://dx.doi.org/10.1080/23311835.2017.1357236censored dataestimationconventional momentsL-momentsKumaraswamy distribution
collection DOAJ
language English
format Article
sources DOAJ
author Mahmoud Riad Mahmoud
Fatma A. Khalil
Ghada A. El-Kelany
Hager A. Ibrahim
spellingShingle Mahmoud Riad Mahmoud
Fatma A. Khalil
Ghada A. El-Kelany
Hager A. Ibrahim
Direct L-moments for Type-I censored data with application to the Kumaraswamy distribution
Cogent Mathematics
censored data
estimation
conventional moments
L-moments
Kumaraswamy distribution
author_facet Mahmoud Riad Mahmoud
Fatma A. Khalil
Ghada A. El-Kelany
Hager A. Ibrahim
author_sort Mahmoud Riad Mahmoud
title Direct L-moments for Type-I censored data with application to the Kumaraswamy distribution
title_short Direct L-moments for Type-I censored data with application to the Kumaraswamy distribution
title_full Direct L-moments for Type-I censored data with application to the Kumaraswamy distribution
title_fullStr Direct L-moments for Type-I censored data with application to the Kumaraswamy distribution
title_full_unstemmed Direct L-moments for Type-I censored data with application to the Kumaraswamy distribution
title_sort direct l-moments for type-i censored data with application to the kumaraswamy distribution
publisher Taylor & Francis Group
series Cogent Mathematics
issn 2331-1835
publishDate 2017-01-01
description This paper suggests a modification of L-moments method to make it suitable for censored data directly (namely: Direct L-moments). This study concentrates on Type-I censored data. The modification is applied to estimate the unknown parameters of Kumaraswamy (Kw) distribution. The suggested modification is compared with L-moments via partial probability-weighted moments (PPWM) method and maximum likelihood (ML) method. The results are achieved using a comparative numerical study in terms of estimate of the unknown parameters, relative bias and root of mean square error (RMSE) using Monte Carlo simulation.
topic censored data
estimation
conventional moments
L-moments
Kumaraswamy distribution
url http://dx.doi.org/10.1080/23311835.2017.1357236
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