A New Count Regression Model including Gauss Hypergeometric Function with an application to model demand of health services

11/08/2018
by   Deepesh Bhati, et al.
0

In this paper, an alternative count distribution suitable for modeling over dispersed, zero vertex unimodality and monotonically decreasing data sets. Though the proposed probability model includes Gauss Hypergeometric special function, it possesses simple and closed expressions for various distributional characteristics. An application to count regression modeling using a well-known data set from the National Medical Expenditure Survey is discussed by considering the length of stay in hospitalization as a dependent variable and following the proposed count model. We compare our result with the classical Negative Binomial regression model and recently proposed Uniform Poisson regression model.

READ FULL TEXT
research
10/24/2018

Bayesian Modeling of Nonlinear Poisson Regression with Artificial Neural Networks

Being in the era of big data, modeling and prediction of count data have...
research
06/16/2021

Semiparametric count data regression for self-reported mental health

"For how many days during the past 30 days was your mental health not go...
research
02/23/2023

A Bayesian Zero-Inflated Dirichlet-Multinomial Regression Model for Multivariate Compositional Count Data

The Dirichlet-multinomial (DM) distribution plays a fundamental role in ...
research
06/10/2020

A multiple inflated negative binomial hurdle regression model: analysis of the Italians' tourism behaviour during the Great Recession

We analyse tourism behaviour of Italian residents in the period covering...
research
02/21/2022

Poisson-Birnbaum-Saunders Regression Model for Clustered Count Data

The premise of independence among subjects in the same cluster/group oft...
research
04/07/2020

Forecasting count data using time series model with exponentially decaying covariance structure

Count data appears in various disciplines. In this work, a new method to...

Please sign up or login with your details

Forgot password? Click here to reset