TY - JOUR
T1 - Approximations for the likelihood ratio statistic for hypothesis testing between two beta distributions
AU - Marques, Filipe
AU - Coolen, Frank
AU - Coolen-Maturi, Tahani
N1 - info:eu-repo/grantAgreement/FCT/5876/147204/PT#
PY - 2019/3
Y1 - 2019/3
N2 - In this paper, the likelihood ratio to test between two Beta distributions is addressed. The exact distribution of the likelihood ratio statistic, for simple hypotheses, is obtained in terms of Gamma or Generalized Integer Gamma distributions, when the first or the second of the two parameters of the Beta distributions are equal and integers. In the remaining cases addressed, near-exact or asymptotic approximations are developed for the likelihood ratio statistic. Both the exact, asymptotic or near-exact representations are obtained using a logarithm transformation of the likelihood ratio statistic and by working with the corresponding characteristic function. The numerical studies illustrate the precision of the approximations developed. Simulations are developed to analyse the power and the reproducibility probability of the tests.
AB - In this paper, the likelihood ratio to test between two Beta distributions is addressed. The exact distribution of the likelihood ratio statistic, for simple hypotheses, is obtained in terms of Gamma or Generalized Integer Gamma distributions, when the first or the second of the two parameters of the Beta distributions are equal and integers. In the remaining cases addressed, near-exact or asymptotic approximations are developed for the likelihood ratio statistic. Both the exact, asymptotic or near-exact representations are obtained using a logarithm transformation of the likelihood ratio statistic and by working with the corresponding characteristic function. The numerical studies illustrate the precision of the approximations developed. Simulations are developed to analyse the power and the reproducibility probability of the tests.
KW - Generalized Integer Gamma distribution
KW - Generalized Near-Integer Gamma distribution
KW - Likelihood ratio tests
KW - Mixtures
KW - Nonparametric predictive inference
KW - Reproducibility probability
UR - http://www.scopus.com/inward/record.url?scp=85082191931&partnerID=8YFLogxK
U2 - 10.1007/s42519-018-0021-8
DO - 10.1007/s42519-018-0021-8
M3 - Article
AN - SCOPUS:85082191931
SN - 1559-8608
VL - 13
JO - Journal of Statistical Theory and Practice
JF - Journal of Statistical Theory and Practice
IS - 1
M1 - 17
ER -