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A new Stein estimator for the zero‐inflated negative binomial regression model
Concurrency and Computation, 2022The Zero‐inflated negative binomial (ZINB) regression models are mainly applied for count data that shows over‐dispersion and extra zeros. Multicollinearity is considered to be a significant problem in the estimation of parameters in the ZINB regression ...
M. Akram +4 more
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Hurdle Negative Binomial Regression Model
ICSA - International Conference on Statistics and Analytics 2019, 2021Poisson regression is a common regression model used for count data with equidispersion. However, in real data application, overdispersion often encountered, suggesting the seek for alternative model to the Poisson regression. In overdispersion data due to excess zeros and additional overdispersion in positive values, one of alternative model that can ...
Ayu Andika +2 more
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Negative binomial regression models and estimation methods
Highway Safety Analytics and Modeling, 2021openaire +2 more sources
Periodicals of Engineering and Natural Sciences (PEN), 2020
Zero-inflated negative binomial regression (ZINB) models are commonly used for count data that show overdispersion and extra zeros. The correlation among variables of the count data leads to the presence of a multicollinearity problem.
Y. Al-Taweel, Z. Algamal
semanticscholar +1 more source
Zero-inflated negative binomial regression (ZINB) models are commonly used for count data that show overdispersion and extra zeros. The correlation among variables of the count data leads to the presence of a multicollinearity problem.
Y. Al-Taweel, Z. Algamal
semanticscholar +1 more source
Macro-level collision prediction using geographically weighted negative binomial regression
Journal of Transportation Safety & Security, 2020We developed and tested geographically weighted Poisson regression and geographically weighted negative binomial regression models using five year’s collisions, traffic, socio-demographic, road inventory, and land use data for Regina, Saskatchewan ...
S. Oluwajana +2 more
semanticscholar +1 more source
Journal of Transportation Safety & Security, 2020
Objective: Rear-end crashes are a type of road traffic accident that occurs frequently. Currently, the application of advanced statistical models to predict the frequency of accident numbers has increased because such models enable accuracy in ...
Thanapong Champahom +3 more
semanticscholar +1 more source
Objective: Rear-end crashes are a type of road traffic accident that occurs frequently. Currently, the application of advanced statistical models to predict the frequency of accident numbers has increased because such models enable accuracy in ...
Thanapong Champahom +3 more
semanticscholar +1 more source
Overdispersed negative binomial regression models
Communications in Statistics - Theory and Methods, 1992Overdispersion is a common phenomenon in actual data sets. It is important to have methods of dealing with extra variation in regression situations. This article develops tests for extra-negative binomial variation and gives some numerical methods to deal with it.
Dixi Xue, James A. Deddens
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Poisson and Negative Binomial Regression Analysis
2020Anusha Musunuru +3 more
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Seemingly Unrelated Negative Binomial Regression
Oxford Bulletin of Economics and Statistics, 2000This paper discusses the specification and estimation of seemingly unrelated multivariate count data models. A new model with negative binomial marginals is proposed. In contrast to a previous model based on the multivariate Poisson distribution, the new model allows for over‐dispersion, a phenomenon that is frequently encountered in economic count ...
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Geographically Weighted Negative Binomial Regression—incorporating overdispersion
Statistics and Computing, 2013zbMATH Open Web Interface contents unavailable due to conflicting licenses.
da Silva, Alan Ricardo +1 more
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