Multiplicative-Binomial Distribution: Some Results on Characterization, Inference and Random Data Generation
Elsayed A. H. Elamir
Abstract
Open-access reader
Elsayed A. H. Elamir
Abstract
Open-access reader
Multiplicative-binomial distribution is one of the distributions that allows for over-dispersion, and underdispersion relative to the standard binomial distribution.It will be shown that the multiplicative-binomial distribution can be a very useful model for these situations.Moreover, the confidence interval for the parameters of the multiplicative-binomial distribution is investigated by the profile likelihood methods.The first four moments and simulation procedures for generating data from the multiplicative-binomial distribution using R-software are given.By using four applications to simulated and real data it is shown that the multiplicative-binomial distribution is the same as or outperforming the standard binomial and beta-binomial distributions.
OpenAlex reports 3 citations for this work. Citation counts describe recorded attention and do not establish research quality.
A contribution statement is not available in the OpenAlex record.
Method details are not available in the OpenAlex metadata.
Findings are not separately available in the OpenAlex metadata.
Limitations are not available in the OpenAlex metadata.
Application details are not available in the OpenAlex metadata.
Multiplicative-binomial distribution is one of the distributions that allows for over-dispersion, and underdispersion relative to the standard binomial distribution.It will be shown that the multiplicative-binomial distribution can be a very useful model for these situations.Moreover, the confidence interval for the parameters of the multiplicative-binomial distribution is investigated by the profile likelihood methods.The first four moments and simulation procedures for generating data from the multiplicative-binomial distribution using R-software are given.By using four applications to simulated and real data it is shown that the multiplicative-binomial distribution is the same as or outperforming the standard binomial and beta-binomial distributions.
Key concepts: Binomial proportion confidence interval, Mathematics, Binomial distribution, Continuity correction, Multiplicative function, Beta-binomial distribution, Negative binomial distribution, Count data