TY - JOUR
T1 - On Two General Classes of Discrete Bivariate Distributions
AU - Lee, Hyunju
AU - Cha, Ji Hwan
N1 - Publisher Copyright:
© 2015 American Statistical Association.
PY - 2015/7/3
Y1 - 2015/7/3
N2 - In this article, we develop two general classes of discrete bivariate distributions. We derive general formulas for the joint distributions belonging to the classes. The obtained formulas for the joint distributions are very general in the sense that new families of distributions can be generated just by specifying the “baseline seed distributions.” The dependence structures of the bivariate distributions belonging to the proposed classes, along with basic statistical properties, are also discussed. New families of discrete bivariate distributions are generated from the classes. Furthermore, to assess the usefulness of the proposed classes, two discrete bivariate distributions generated from the classes are applied to analyze a real dataset and the results are compared with those obtained from conventional models.
AB - In this article, we develop two general classes of discrete bivariate distributions. We derive general formulas for the joint distributions belonging to the classes. The obtained formulas for the joint distributions are very general in the sense that new families of distributions can be generated just by specifying the “baseline seed distributions.” The dependence structures of the bivariate distributions belonging to the proposed classes, along with basic statistical properties, are also discussed. New families of discrete bivariate distributions are generated from the classes. Furthermore, to assess the usefulness of the proposed classes, two discrete bivariate distributions generated from the classes are applied to analyze a real dataset and the results are compared with those obtained from conventional models.
KW - Baseline seed distribution
KW - Discrete bivariate model
KW - Joint probability mass function
KW - Positive dependency
UR - http://www.scopus.com/inward/record.url?scp=84940650571&partnerID=8YFLogxK
U2 - 10.1080/00031305.2015.1044564
DO - 10.1080/00031305.2015.1044564
M3 - Article
AN - SCOPUS:84940650571
SN - 0003-1305
VL - 69
SP - 221
EP - 230
JO - American Statistician
JF - American Statistician
IS - 3
ER -