On an Induced Distribution and its Statistical Properties

Detalhes bibliográficos
Autor(a) principal: P. Singh , Brijesh
Data de Publicação: 2023
Outros Autores: Dhar Das , Utpal
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: https://doi.org/10.57805/revstat.v21i3.360
Resumo: In this study an attempt has been made to propose a way to develop new distribution. For this purpose, we need only idea about distribution function. Some important statistical properties of the new distribution like moments, cumulants, hazard and survival function has been derived. The R´enyi entropy, Shannon entropy has been obtained. Also ML estimate of parameter of the distribution is obtained, that is not closed form. Therefore, numerical technique is used to estimate the parameter. Some real data sets are used to check the suitability of the proposed distribution over some other existing one parameter lifetime distributions. The various diagnostic tools such as -2LL, AIC, BIC and K-S test shows that the proposed distribution provides better fit than other distributions for the considered data sets.
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spelling On an Induced Distribution and its Statistical PropertiesInduced distributionBonferroni and Gini indexEntropyGenerating functionHazard functionMLEMRLFOrder StatisticsIn this study an attempt has been made to propose a way to develop new distribution. For this purpose, we need only idea about distribution function. Some important statistical properties of the new distribution like moments, cumulants, hazard and survival function has been derived. The R´enyi entropy, Shannon entropy has been obtained. Also ML estimate of parameter of the distribution is obtained, that is not closed form. Therefore, numerical technique is used to estimate the parameter. Some real data sets are used to check the suitability of the proposed distribution over some other existing one parameter lifetime distributions. The various diagnostic tools such as -2LL, AIC, BIC and K-S test shows that the proposed distribution provides better fit than other distributions for the considered data sets.Statistics Portugal2023-07-31info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttps://doi.org/10.57805/revstat.v21i3.360https://doi.org/10.57805/revstat.v21i3.360REVSTAT-Statistical Journal; Vol. 21 No. 3 (2023): REVSTAT-Statistical Journal; 303-319REVSTAT; Vol. 21 N.º 3 (2023): REVSTAT-Statistical Journal; 303-3192183-03711645-6726reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAPenghttps://revstat.ine.pt/index.php/REVSTAT/article/view/360https://revstat.ine.pt/index.php/REVSTAT/article/view/360/648Copyright (c) 2021 REVSTAT-Statistical Journalinfo:eu-repo/semantics/openAccessP. Singh , BrijeshDhar Das , Utpal2023-08-12T06:30:23Zoai:revstat:article/360Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T20:26:50.249550Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv On an Induced Distribution and its Statistical Properties
title On an Induced Distribution and its Statistical Properties
spellingShingle On an Induced Distribution and its Statistical Properties
P. Singh , Brijesh
Induced distribution
Bonferroni and Gini index
Entropy
Generating function
Hazard function
MLE
MRLF
Order Statistics
title_short On an Induced Distribution and its Statistical Properties
title_full On an Induced Distribution and its Statistical Properties
title_fullStr On an Induced Distribution and its Statistical Properties
title_full_unstemmed On an Induced Distribution and its Statistical Properties
title_sort On an Induced Distribution and its Statistical Properties
author P. Singh , Brijesh
author_facet P. Singh , Brijesh
Dhar Das , Utpal
author_role author
author2 Dhar Das , Utpal
author2_role author
dc.contributor.author.fl_str_mv P. Singh , Brijesh
Dhar Das , Utpal
dc.subject.por.fl_str_mv Induced distribution
Bonferroni and Gini index
Entropy
Generating function
Hazard function
MLE
MRLF
Order Statistics
topic Induced distribution
Bonferroni and Gini index
Entropy
Generating function
Hazard function
MLE
MRLF
Order Statistics
description In this study an attempt has been made to propose a way to develop new distribution. For this purpose, we need only idea about distribution function. Some important statistical properties of the new distribution like moments, cumulants, hazard and survival function has been derived. The R´enyi entropy, Shannon entropy has been obtained. Also ML estimate of parameter of the distribution is obtained, that is not closed form. Therefore, numerical technique is used to estimate the parameter. Some real data sets are used to check the suitability of the proposed distribution over some other existing one parameter lifetime distributions. The various diagnostic tools such as -2LL, AIC, BIC and K-S test shows that the proposed distribution provides better fit than other distributions for the considered data sets.
publishDate 2023
dc.date.none.fl_str_mv 2023-07-31
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://doi.org/10.57805/revstat.v21i3.360
https://doi.org/10.57805/revstat.v21i3.360
url https://doi.org/10.57805/revstat.v21i3.360
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv https://revstat.ine.pt/index.php/REVSTAT/article/view/360
https://revstat.ine.pt/index.php/REVSTAT/article/view/360/648
dc.rights.driver.fl_str_mv Copyright (c) 2021 REVSTAT-Statistical Journal
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Copyright (c) 2021 REVSTAT-Statistical Journal
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Statistics Portugal
publisher.none.fl_str_mv Statistics Portugal
dc.source.none.fl_str_mv REVSTAT-Statistical Journal; Vol. 21 No. 3 (2023): REVSTAT-Statistical Journal; 303-319
REVSTAT; Vol. 21 N.º 3 (2023): REVSTAT-Statistical Journal; 303-319
2183-0371
1645-6726
reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron_str RCAAP
institution RCAAP
reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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