On some goodness-of-fit tests and their connection to graphical methods with uncensored and censored data

Claudia Castro-Kuriss, Mauricio Huerta, Víctor Leiva, Alejandra Tapia

Producción científica: Capítulo del libro/informe/acta de congresoContribución a la conferenciarevisión exhaustiva

4 Citas (Scopus)

Resumen

In this work, we present goodness-of-fit tests related to the Kolmogorov-Smirnov and Michael statistics and connect them to graphical methods with uncensored and censored data. The Anderson-Darling test is often empirically more powerful than the Kolmogorov-Smirnov test. However, the former one cannot be related to graphical tools by means of probability plots, as the Kolmogorov-Smirnov test does. The Michael test is, in some cases, more powerful than the Anderson-Darling and Kolmogorov-Smirnov tests and can also be related to probability plots. We consider the Kolmogorov-Smirnov and Michael tests for detecting whether any distribution is suitable or not to model censored or uncensored data. We conduct numerical studies to show the performance of these tests and the corresponding graphical tools. Some comments related to big data and lifetime analysis, under the context of this study, are provided in the conclusions of this work.

Idioma originalInglés
Título de la publicación alojadaProceedings of the 13th International Conference on Management Science and Engineering Management, 2019 - Volume 1
EditoresJiuping Xu, Syed Ejaz Ahmed, Fang Lee Cooke, Gheorghe Duca
EditorialSpringer Verlag
Páginas157-183
Número de páginas27
ISBN (versión impresa)9783030212476
DOI
EstadoPublicada - 2020
Evento13th International Conference on Management Science and Engineering Management, ICMSEM 2019 - St. Catharines, Canadá
Duración: 5 ago. 20198 ago. 2019

Serie de la publicación

NombreAdvances in Intelligent Systems and Computing
Volumen1001
ISSN (versión impresa)2194-5357
ISSN (versión digital)2194-5365

Conferencia

Conferencia13th International Conference on Management Science and Engineering Management, ICMSEM 2019
País/TerritorioCanadá
CiudadSt. Catharines
Período5/08/198/08/19

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