TY - JOUR
T1 - A new Topp-Leone Kumaraswamy Marshall-Olkin generated family of distributions with applications
AU - Atchadé, Mintodê Nicodème
AU - N'bouké, Melchior A.G.
AU - Djibril, Aliou Moussa
AU - Mutairi, Aned Al
AU - Mustafa, Manahil Sid Ahmed
AU - Hussam, Eslam
AU - Alsuhabi, Hassan
AU - Nassr, Said G.
N1 - Publisher Copyright:
© 2024 The Author(s)
PY - 2024/1/30
Y1 - 2024/1/30
N2 - We aim in this paper to propose a novel class of distributions that was created by merging the Topp-Leone distribution and the Generated families of Kumaraswamy and Marshall-Olkin. Its cumulative distribution function characterizes it and includes rational and polynomial functions. In particular, the following desirable properties of the new family are presented: Shannon entropy, order statistics, the quantile power series, and several associated measures and functions. Then, using a specific family member identified before, we create a parametric statistical model with the basic distribution being the inverse exponential distribution. Finally, a thorough investigation has been made to implement this new distribution with three data sets: the glass fibers data set, the glass Alumina data set and the hailing times data set. In comparison to six prominent competitors, the new model performs favorably on all statistical tests and criteria that were examined.
AB - We aim in this paper to propose a novel class of distributions that was created by merging the Topp-Leone distribution and the Generated families of Kumaraswamy and Marshall-Olkin. Its cumulative distribution function characterizes it and includes rational and polynomial functions. In particular, the following desirable properties of the new family are presented: Shannon entropy, order statistics, the quantile power series, and several associated measures and functions. Then, using a specific family member identified before, we create a parametric statistical model with the basic distribution being the inverse exponential distribution. Finally, a thorough investigation has been made to implement this new distribution with three data sets: the glass fibers data set, the glass Alumina data set and the hailing times data set. In comparison to six prominent competitors, the new model performs favorably on all statistical tests and criteria that were examined.
KW - Kumaraswamy-G family
KW - Marshall-Olkin-G family
KW - Maximum Likelihood Estimation
KW - Statistical modeling
KW - Topp-Leone distribution
UR - http://www.scopus.com/inward/record.url?scp=85182871874&partnerID=8YFLogxK
U2 - 10.1016/j.heliyon.2024.e24001
DO - 10.1016/j.heliyon.2024.e24001
M3 - Article
AN - SCOPUS:85182871874
SN - 2405-8440
VL - 10
JO - Heliyon
JF - Heliyon
IS - 2
M1 - e24001
ER -