Alternative Tests for the Poisson Distribution

Poisson distribution is well used as a standard model for analyzing count data. Tests based on the index of dispersion (ID) concerning the variance and the mean are not able to discriminate between the Poisson distribution and some others. An alternative method for the test that data comes from Pois...

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Main Authors: Manad Khamkong, Pachitjianut Siripanich
Language:English
Published: Science Faculty of Chiang Mai University 2019
Subjects:
Online Access:http://it.science.cmu.ac.th/ejournal/dl.php?journal_id=5946
http://cmuir.cmu.ac.th/jspui/handle/6653943832/66148
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Institution: Chiang Mai University
Language: English
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spelling th-cmuir.6653943832-661482019-08-21T09:18:22Z Alternative Tests for the Poisson Distribution Manad Khamkong Pachitjianut Siripanich Coefficient of variation Goodness of fit test Index of dispersion Skewness Poisson distribution is well used as a standard model for analyzing count data. Tests based on the index of dispersion (ID) concerning the variance and the mean are not able to discriminate between the Poisson distribution and some others. An alternative method for the test that data comes from Poisson distribution are proposed based on skewness properties, which is the same as coefficient of variation properties. Monte Carlo studies show that the proposed tests are powerful competitor to the ID tests when alternative distribution is not Poisson but its variance is close to the mean. 2019-08-21T09:18:22Z 2019-08-21T09:18:22Z 2015 Chiang Mai Journal of Science 42, 3 (July 2015), 774 - 782 0125-2526 http://it.science.cmu.ac.th/ejournal/dl.php?journal_id=5946 http://cmuir.cmu.ac.th/jspui/handle/6653943832/66148 Eng Science Faculty of Chiang Mai University
institution Chiang Mai University
building Chiang Mai University Library
country Thailand
collection CMU Intellectual Repository
language English
topic Coefficient of variation
Goodness of fit test
Index of dispersion
Skewness
spellingShingle Coefficient of variation
Goodness of fit test
Index of dispersion
Skewness
Manad Khamkong
Pachitjianut Siripanich
Alternative Tests for the Poisson Distribution
description Poisson distribution is well used as a standard model for analyzing count data. Tests based on the index of dispersion (ID) concerning the variance and the mean are not able to discriminate between the Poisson distribution and some others. An alternative method for the test that data comes from Poisson distribution are proposed based on skewness properties, which is the same as coefficient of variation properties. Monte Carlo studies show that the proposed tests are powerful competitor to the ID tests when alternative distribution is not Poisson but its variance is close to the mean.
author Manad Khamkong
Pachitjianut Siripanich
author_facet Manad Khamkong
Pachitjianut Siripanich
author_sort Manad Khamkong
title Alternative Tests for the Poisson Distribution
title_short Alternative Tests for the Poisson Distribution
title_full Alternative Tests for the Poisson Distribution
title_fullStr Alternative Tests for the Poisson Distribution
title_full_unstemmed Alternative Tests for the Poisson Distribution
title_sort alternative tests for the poisson distribution
publisher Science Faculty of Chiang Mai University
publishDate 2019
url http://it.science.cmu.ac.th/ejournal/dl.php?journal_id=5946
http://cmuir.cmu.ac.th/jspui/handle/6653943832/66148
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