Goodness-of-fit tests for weibull populations on the basis of records
سال
: 2015
چکیده: Record is used to reduce the time and cost of running experiments (Doostparast
and Balakrishnan, 2010). It is important to check the adequacy of models upon which
inferences or actions are based (Lawless, 2003, Chapter 10, p. 465). In the area of
goodness of fit based on record data, there are a few works. Smith (1988) proposed a
form of residual for testing some parametric models. But in most cases, the variation
inherent in graphical summaries is substantial, even when the data are generated by
assumed model, and the eye can not always determine whether features in a plot are
within the bounds of natural random variation. Consequently, formal hypothesis tests
are an important part of model checking (Lawless, 2003).
In this paper, Kolmogorov-Smirnov and Cramer-von Mises type goodness of fit tests
for record data are proposed. Also a new weighted goodness of fit test is suggested. A
Monte-Carlo simulation study is conducted to derive the percentiles of the statistics
proposed. Finally, some real data sets are given to investigate results obtained.
and Balakrishnan, 2010). It is important to check the adequacy of models upon which
inferences or actions are based (Lawless, 2003, Chapter 10, p. 465). In the area of
goodness of fit based on record data, there are a few works. Smith (1988) proposed a
form of residual for testing some parametric models. But in most cases, the variation
inherent in graphical summaries is substantial, even when the data are generated by
assumed model, and the eye can not always determine whether features in a plot are
within the bounds of natural random variation. Consequently, formal hypothesis tests
are an important part of model checking (Lawless, 2003).
In this paper, Kolmogorov-Smirnov and Cramer-von Mises type goodness of fit tests
for record data are proposed. Also a new weighted goodness of fit test is suggested. A
Monte-Carlo simulation study is conducted to derive the percentiles of the statistics
proposed. Finally, some real data sets are given to investigate results obtained.
کلیدواژه(گان): Cramer-von Mises Statistics,Exponential model,Goodness of fit test,Kolmogorov-Smirnov statistics,Likelihood ratio test,Record data,Weibull model
کالکشن
:
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آمار بازدید
Goodness-of-fit tests for weibull populations on the basis of records
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contributor author | مهدی دوست پرست | en |
contributor author | Mahdi Doostparast | fa |
date accessioned | 2020-06-06T13:24:53Z | |
date available | 2020-06-06T13:24:53Z | |
date issued | 2015 | |
identifier uri | https://libsearch.um.ac.ir:443/fum/handle/fum/3353887 | |
description abstract | Record is used to reduce the time and cost of running experiments (Doostparast and Balakrishnan, 2010). It is important to check the adequacy of models upon which inferences or actions are based (Lawless, 2003, Chapter 10, p. 465). In the area of goodness of fit based on record data, there are a few works. Smith (1988) proposed a form of residual for testing some parametric models. But in most cases, the variation inherent in graphical summaries is substantial, even when the data are generated by assumed model, and the eye can not always determine whether features in a plot are within the bounds of natural random variation. Consequently, formal hypothesis tests are an important part of model checking (Lawless, 2003). In this paper, Kolmogorov-Smirnov and Cramer-von Mises type goodness of fit tests for record data are proposed. Also a new weighted goodness of fit test is suggested. A Monte-Carlo simulation study is conducted to derive the percentiles of the statistics proposed. Finally, some real data sets are given to investigate results obtained. | en |
language | English | |
title | Goodness-of-fit tests for weibull populations on the basis of records | en |
type | Journal Paper | |
contenttype | External Fulltext | |
subject keywords | Cramer-von Mises Statistics | en |
subject keywords | Exponential model | en |
subject keywords | Goodness of fit test | en |
subject keywords | Kolmogorov-Smirnov statistics | en |
subject keywords | Likelihood ratio test | en |
subject keywords | Record data | en |
subject keywords | Weibull model | en |
journal title | Journal of Statistical Theory and Applications | fa |
pages | 289-300 | |
journal volume | 14 | |
journal issue | 3 | |
identifier link | https://profdoc.um.ac.ir/paper-abstract-1048749.html | |
identifier articleid | 1048749 |