Cargando…
Composite Likelihood Methods Based on Minimum Density Power Divergence Estimator
In this paper, a robust version of the Wald test statistic for composite likelihood is considered by using the composite minimum density power divergence estimator instead of the composite maximum likelihood estimator. This new family of test statistics will be called Wald-type test statistics. The...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2017
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7512195/ https://www.ncbi.nlm.nih.gov/pubmed/33265108 http://dx.doi.org/10.3390/e20010018 |
_version_ | 1783586101765603328 |
---|---|
author | Castilla, Elena Martín, Nirian Pardo, Leandro Zografos, Konstantinos |
author_facet | Castilla, Elena Martín, Nirian Pardo, Leandro Zografos, Konstantinos |
author_sort | Castilla, Elena |
collection | PubMed |
description | In this paper, a robust version of the Wald test statistic for composite likelihood is considered by using the composite minimum density power divergence estimator instead of the composite maximum likelihood estimator. This new family of test statistics will be called Wald-type test statistics. The problem of testing a simple and a composite null hypothesis is considered, and the robustness is studied on the basis of a simulation study. The composite minimum density power divergence estimator is also introduced, and its asymptotic properties are studied. |
format | Online Article Text |
id | pubmed-7512195 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-75121952020-11-09 Composite Likelihood Methods Based on Minimum Density Power Divergence Estimator Castilla, Elena Martín, Nirian Pardo, Leandro Zografos, Konstantinos Entropy (Basel) Article In this paper, a robust version of the Wald test statistic for composite likelihood is considered by using the composite minimum density power divergence estimator instead of the composite maximum likelihood estimator. This new family of test statistics will be called Wald-type test statistics. The problem of testing a simple and a composite null hypothesis is considered, and the robustness is studied on the basis of a simulation study. The composite minimum density power divergence estimator is also introduced, and its asymptotic properties are studied. MDPI 2017-12-31 /pmc/articles/PMC7512195/ /pubmed/33265108 http://dx.doi.org/10.3390/e20010018 Text en © 2017 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Castilla, Elena Martín, Nirian Pardo, Leandro Zografos, Konstantinos Composite Likelihood Methods Based on Minimum Density Power Divergence Estimator |
title | Composite Likelihood Methods Based on Minimum Density Power Divergence Estimator |
title_full | Composite Likelihood Methods Based on Minimum Density Power Divergence Estimator |
title_fullStr | Composite Likelihood Methods Based on Minimum Density Power Divergence Estimator |
title_full_unstemmed | Composite Likelihood Methods Based on Minimum Density Power Divergence Estimator |
title_short | Composite Likelihood Methods Based on Minimum Density Power Divergence Estimator |
title_sort | composite likelihood methods based on minimum density power divergence estimator |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7512195/ https://www.ncbi.nlm.nih.gov/pubmed/33265108 http://dx.doi.org/10.3390/e20010018 |
work_keys_str_mv | AT castillaelena compositelikelihoodmethodsbasedonminimumdensitypowerdivergenceestimator AT martinnirian compositelikelihoodmethodsbasedonminimumdensitypowerdivergenceestimator AT pardoleandro compositelikelihoodmethodsbasedonminimumdensitypowerdivergenceestimator AT zografoskonstantinos compositelikelihoodmethodsbasedonminimumdensitypowerdivergenceestimator |