TY - JOUR
T1 - A Generalization of the Bivariate Gamma Distribution Based on Generalized Hypergeometric Functions
AU - Caamaño-Carrillo, Christian
AU - Contreras-Reyes, Javier E.
N1 - Publisher Copyright:
© 2022 by the authors. Licensee MDPI, Basel, Switzerland.
PY - 2022/5/1
Y1 - 2022/5/1
N2 - In this paper, we provide a new bivariate distribution obtained from a Kibble-type bivariate gamma distribution. The stochastic representation was obtained by the sum of a Kibble-type bivariate random vector and a bivariate random vector builded by two independent gamma random variables. In addition, the resulting bivariate density considers an infinite series of products of two confluent hypergeometric functions. In particular, we derive the probability and cumulative distribution functions, the moment generation and characteristic functions, the Hazard, Bonferroni and Lorenz functions, and an approximation for the differential entropy and mutual information index. Numerical examples showed the behavior of exact and approximated expressions.
AB - In this paper, we provide a new bivariate distribution obtained from a Kibble-type bivariate gamma distribution. The stochastic representation was obtained by the sum of a Kibble-type bivariate random vector and a bivariate random vector builded by two independent gamma random variables. In addition, the resulting bivariate density considers an infinite series of products of two confluent hypergeometric functions. In particular, we derive the probability and cumulative distribution functions, the moment generation and characteristic functions, the Hazard, Bonferroni and Lorenz functions, and an approximation for the differential entropy and mutual information index. Numerical examples showed the behavior of exact and approximated expressions.
KW - differential entropy
KW - generalized gamma distribution
KW - generalized hypergeometric function
KW - moment generation function
KW - mutual information
UR - http://www.scopus.com/inward/record.url?scp=85129799436&partnerID=8YFLogxK
U2 - 10.3390/math10091502
DO - 10.3390/math10091502
M3 - Article
AN - SCOPUS:85129799436
SN - 2227-7390
VL - 10
JO - Mathematics
JF - Mathematics
IS - 9
M1 - 1502
ER -