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2010 | OriginalPaper | Chapter

18. On Generalized Tests of Fit for Multinomial Populations

Authors : Alex Karagrigoriou, Kyriacos Mattheou, Panayiotis Panayiotou

Published in: Mathematical and Statistical Models and Methods in Reliability

Publisher: Birkhäuser Boston

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Abstract

The aim of this work is the investigation of tests of fit for multinomial distributions based on the Φ-family of test statistics for goodness of fit (gof) tests [Mattheou and Karagrigoriou, Aust. New Zeal. J. Statist. 52(2), 187–200 (2010)]. For comparing the various goodness of fit tests the asymptotic distribution, which is known to be chi-square, [Cressie and Read, JRSSB, 5, 440–454 (1984); Zografos et al. Comm. Statist. Theor. Meth., 19(5), 1785–1802 (1990); Mattheou and Karagrigoriou, Australian and New Zealand Journal of Statistics 52(2), 187–200 (2010)] and the empirical distribution of all test statistics under investigation are obtained and at the same time the appropriate critical values are evaluated. For the comparison, samples from trinomial distributions are used and both the size and the power of each test for various alternative hypotheses are calculated.

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Literature
AN94.
go back to reference Aguirre, N., Nikulin, M.: Chi-squared goodness-of-fit test for the family of logistic distributions. Kybernetika 30, 214–222 (1994)MathSciNetMATH Aguirre, N., Nikulin, M.: Chi-squared goodness-of-fit test for the family of logistic distributions. Kybernetika 30, 214–222 (1994)MathSciNetMATH
AS66.
go back to reference Ali, S. M., Silvey, S. D.: A general class of coefficients of divergence of one distribution from another. J. Roy. Statist. Soc. B 28, 131–142 (1966)MathSciNetMATH Ali, S. M., Silvey, S. D.: A general class of coefficients of divergence of one distribution from another. J. Roy. Statist. Soc. B 28, 131–142 (1966)MathSciNetMATH
BN02.
go back to reference Bagdonavi\(\check{\mathrm{c}}\)ius, V. Nikulin, M. S.: Goodness-of-fit tests for accelerated life models. In: Huber-Carol, C., Balakrishnan, N., Nikulin, M. S., and Mesbah, M. (eds) Goodness-of-fit tests and Model Validity. Birkhauser, 281–297 (2002) Bagdonavi\(\check{\mathrm{c}}\)ius, V. Nikulin, M. S.: Goodness-of-fit tests for accelerated life models. In: Huber-Carol, C., Balakrishnan, N., Nikulin, M. S., and Mesbah, M. (eds) Goodness-of-fit tests and Model Validity. Birkhauser, 281–297 (2002)
BHHJ98.
go back to reference Basu, A., Harris, I. R., Hjort, N. L., Jones, M. C.: Robust and efficient estimation by minimising a density power divergence. Biometrika 85, 549-559 (1998)MathSciNetMATHCrossRef Basu, A., Harris, I. R., Hjort, N. L., Jones, M. C.: Robust and efficient estimation by minimising a density power divergence. Biometrika 85, 549-559 (1998)MathSciNetMATHCrossRef
CF77.
go back to reference Chhikara, R. S., Folks, J. L.: (1977). The inverse Gaussian distribution as a lifetime model. Technometrics 19, 461–468 (1977)MATH Chhikara, R. S., Folks, J. L.: (1977). The inverse Gaussian distribution as a lifetime model. Technometrics 19, 461–468 (1977)MATH
CR84.
go back to reference Cressie, N., Read, T. R. C.: Multinomial goodness-of-fit tests. JRSSB 5, 440–454 (1984)MathSciNet Cressie, N., Read, T. R. C.: Multinomial goodness-of-fit tests. JRSSB 5, 440–454 (1984)MathSciNet
CS63.
go back to reference Csiszar, I.: Eine Informationstheoretische Ungleichung und ihre Anwendung auf den Bewis der Ergodizitat on Markhoffschen Ketten. Publication of the Mathematical Institute of the Hungarian Academy of Sciences 8, 84–108 (1963)MathSciNet Csiszar, I.: Eine Informationstheoretische Ungleichung und ihre Anwendung auf den Bewis der Ergodizitat on Markhoffschen Ketten. Publication of the Mathematical Institute of the Hungarian Academy of Sciences 8, 84–108 (1963)MathSciNet
GK78.
go back to reference Gokhale, D. V., Kullback, S.: The Information in Contingency Tables. Marcel Dekker, New York (1978)MATH Gokhale, D. V., Kullback, S.: The Information in Contingency Tables. Marcel Dekker, New York (1978)MATH
HV04.
go back to reference Huber-Carol, C., Vonta, F.: Frailty models for arbitrarily censored and truncated data. Lifetime Data Analysis 10 (4), 369–388 (2004)MathSciNetMATHCrossRef Huber-Carol, C., Vonta, F.: Frailty models for arbitrarily censored and truncated data. Lifetime Data Analysis 10 (4), 369–388 (2004)MathSciNetMATHCrossRef
HPPL98.
go back to reference Huberman, B. A., Pirolli, P. L. T., Pitkow, J. E., Lukose, R. M.: Strong regularities in world wide web surfing. Science 280, 95–97 (1998)CrossRef Huberman, B. A., Pirolli, P. L. T., Pitkow, J. E., Lukose, R. M.: Strong regularities in world wide web surfing. Science 280, 95–97 (1998)CrossRef
KKC06.
go back to reference Kallioras, A.G., Koutrouvelis, I.A., Canavos, G.C.: Testing the fit of gamma distributions using the empirical moment generating function. Comm. Statist. Theory Methods 35, 527–540 (2006)MathSciNetMATHCrossRef Kallioras, A.G., Koutrouvelis, I.A., Canavos, G.C.: Testing the fit of gamma distributions using the empirical moment generating function. Comm. Statist. Theory Methods 35, 527–540 (2006)MathSciNetMATHCrossRef
KCK10.
go back to reference Koutrouvelis, I. A., Canavos, G., Kallioras, A.: Cumulant plots for assessing the Gamma distribution, Commun. Statist. Theor. Meth. 39, 626–641 (2010)MathSciNetMATHCrossRef Koutrouvelis, I. A., Canavos, G., Kallioras, A.: Cumulant plots for assessing the Gamma distribution, Commun. Statist. Theor. Meth. 39, 626–641 (2010)MathSciNetMATHCrossRef
KK10.
go back to reference Koutrouvelis, I.A., Karagrigoriou, A.: Cumulant plots and goodness-of-fit tests for the inverse Gaussian distribution (under revision) (2010) Koutrouvelis, I.A., Karagrigoriou, A.: Cumulant plots and goodness-of-fit tests for the inverse Gaussian distribution (under revision) (2010)
MAR06.
go back to reference Marsh, P.: Data driven likelihood ratio tests for goodness-to-fit with estimated parameters. Discussion Papers in Economics, Dept. of Economics and Related Studies, The University of York, 2006/20 (2006) Marsh, P.: Data driven likelihood ratio tests for goodness-to-fit with estimated parameters. Discussion Papers in Economics, Dept. of Economics and Related Studies, The University of York, 2006/20 (2006)
MK10.
go back to reference Mattheou, K., Karagrigoriou, A.: A new family of divergence measures for tests of fit. Australian and New Zealand Journal of Statistics 52(2), 187–200 (2010)MathSciNetCrossRef Mattheou, K., Karagrigoriou, A.: A new family of divergence measures for tests of fit. Australian and New Zealand Journal of Statistics 52(2), 187–200 (2010)MathSciNetCrossRef
MAT67.
go back to reference Matusita, K.: On the notion of affinity of several distributions and some of its applications. Ann. Inst. Statist. Math. 19, 181–192 (1967)MathSciNetMATHCrossRef Matusita, K.: On the notion of affinity of several distributions and some of its applications. Ann. Inst. Statist. Math. 19, 181–192 (1967)MathSciNetMATHCrossRef
MPPP97.
go back to reference Menéndez, M. L., Pardo, J. A., Pardo, L., Pardo, M. C.: Asymptotic approximations for the distributions of the h, ϕ-divergence goodness-of-fit statistics: Applications to Rényi’s statistic. Kybernetes 26, 442–452 (1997)MATHCrossRef Menéndez, M. L., Pardo, J. A., Pardo, L., Pardo, M. C.: Asymptotic approximations for the distributions of the h, ϕ-divergence goodness-of-fit statistics: Applications to Rényi’s statistic. Kybernetes 26, 442–452 (1997)MATHCrossRef
MNC01.
go back to reference Mudholkar, G. S., Natarajan, R., Chaubey, Y. P.: A goodness-of-fit test for the inverse Gaussian distribution using its independence characterization. Sankhya B 63, 362–374 (2001)MathSciNetMATH Mudholkar, G. S., Natarajan, R., Chaubey, Y. P.: A goodness-of-fit test for the inverse Gaussian distribution using its independence characterization. Sankhya B 63, 362–374 (2001)MathSciNetMATH
PA06.
go back to reference Pardo, L.: Statistical Inference Based on Divergence Measures, Chapman and Hall, London (2006)MATH Pardo, L.: Statistical Inference Based on Divergence Measures, Chapman and Hall, London (2006)MATH
RC88.
go back to reference Read, T.R.C., Cressie, N.: Goodness-of-Fit Statistics for Discrete Multivariate Data. Springer, New York (1988)MATHCrossRef Read, T.R.C., Cressie, N.: Goodness-of-Fit Statistics for Discrete Multivariate Data. Springer, New York (1988)MATHCrossRef
SI03.
go back to reference Sim, C.H.: Inverse Gaussian control charts for monitoring process variability. Commun. Statist. Simul. Comput. 32, 223–239 (2003)MathSciNetMATHCrossRef Sim, C.H.: Inverse Gaussian control charts for monitoring process variability. Commun. Statist. Simul. Comput. 32, 223–239 (2003)MathSciNetMATHCrossRef
VA89.
go back to reference Vajda, I.: Theory of Statistical Inference and Information. Kluwer, Dordrecht (1989)MATH Vajda, I.: Theory of Statistical Inference and Information. Kluwer, Dordrecht (1989)MATH
VA95.
go back to reference Vajda, I.: Information-theoretic methods in Statistics, in Research Report. Academy of Sciences of the Czech Republic. Institute of Information Theory and Automation. Prague (1995) Vajda, I.: Information-theoretic methods in Statistics, in Research Report. Academy of Sciences of the Czech Republic. Institute of Information Theory and Automation. Prague (1995)
ZH02.
ZFP90.
go back to reference Zografos, K., Ferentinos, K., Papaioannou, T.: Φ-divergence statistics: Sampling properties, multinomial goodness of fit and divergence tests. Comm. in Statist. Theor. Meth. 19(5), 1785–1802 (1990)MathSciNetMATHCrossRef Zografos, K., Ferentinos, K., Papaioannou, T.: Φ-divergence statistics: Sampling properties, multinomial goodness of fit and divergence tests. Comm. in Statist. Theor. Meth. 19(5), 1785–1802 (1990)MathSciNetMATHCrossRef
Metadata
Title
On Generalized Tests of Fit for Multinomial Populations
Authors
Alex Karagrigoriou
Kyriacos Mattheou
Panayiotis Panayiotou
Copyright Year
2010
Publisher
Birkhäuser Boston
DOI
https://doi.org/10.1007/978-0-8176-4971-5_18