Abstract
We present simple matrix formulae for corrected score statistics in symmetric nonlinear regression models. The corrected score statistics follow more closely a χ 2 distribution than the classical score statistic. Our simulation results indicate that the corrected score tests display smaller size distortions than the original score test. We also compare the sizes and the powers of the corrected score tests with bootstrap-based score tests.
Similar content being viewed by others
References
Chmielewski MA (1981) Elliptically symmetric distributions: a review and bibliography. Int Stat Rev 49: 67–74
Cordeiro GM (2004) Corrected likelihood ratio tests in symmetric nonlinear regression models. J Stat Comput Simul 74: 609–620
Cordeiro GM, Ferrari SLP (1991) A modified score test statistic having chi-squared distribution to order n −1. Biometrika 78: 573–582
Cordeiro GM, Ferrari SLP, Paula GA (1993) Improved score tests for generalized linear models. J R Stat Soc B 55: 661–674
Cordeiro GM, Ferrari SLP, Cysneiros AHMA (1998) A formula to improve score test statistics. J Stat Comput Simul 62: 123–136
Cordeiro GM, Ferrari SLP, Uribe-Opazo MA, Vasconcellos KLP (2000) Corrected maximum likelihood estimation in a class of symmetric nonlinear regression models. Stat Probab Lett 46: 317–328
Cox DR, Hinkley DV (1974) Theoretical Statistics. Chapman & Hall, London
Cribari-Neto F, Ferrari SLP (1995) Second-order asymptotics for score tests in generalized linear models. Biometrika 82: 426–432
Cysneiros AHM, Cordeiro GM (2002) On improving the χ2 approximation of score tests in location-scale nonlinear models. Commun Stat Theory Methods 31: 1709–1732
Doornik JA (2001) Ox: an object-oriented matrix language. Timberlake Consultants Press, London
Galea M, Paula GA, Cysneiros FJA (2005) On diagnostics in symmetrical nonlinear models. Stat Probab Lett 73: 459–467
Harris P (1985) An asymptotic expansion for the null distribution of the efficient score statistic. Biometrika 72: 653–659
Kakizawa Y (1996) Higher order monotone Bartlett-type adjustment for some multivariate test statistics. Biometrika 83: 923–927
Lange KL, Little RJA, Taylor JMG (1989) Robust statistical modeling using the t distribution. J Am Stat Assoc 84: 881–896
Rao CR (1947) Large sample tests of statistical hypotheses concerning several parameters with applications to problems of estimation. Proc Camb Philos Soc 44: 50–57
Uribe-Opazo MA, Ferrrari SLP, Cordeiro GM (2008) Improved score tests in symmetric linear regression models. Commun Stat Theory Methods 37: 261–276
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Cysneiros, A.H.M.A., Rodrigues, K.S.P., Cordeiro, G.M. et al. Three Bartlett-type corrections for score statistics in symmetric nonlinear regression models. Stat Papers 51, 273–284 (2010). https://doi.org/10.1007/s00362-008-0158-8
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00362-008-0158-8