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:: Volume 14, Number 1 (9-2017) ::
JSRI 2017, 14(1): 101-118 Back to browse issues page
Bayesian Analysis of Augmented Mixed Beta Models with Skew-Normal Random Effects
Zohreh Fallah Mohsenkhani *, Mohsen Mohammadzadeh, Taban Baghfalaki
, zohrehf@yahoo.com
Abstract:   (84 Views)
 Many studies in different areas include data in the form of rates or proportions that should be analyzed. The data may also accept values zero and one. Augmented beta regression models are an appropriate choice for continuous response variables in the closed unit interval [0,1]. The data in this model are based on a combination of three distributions, degenerate distribution at 0 and 1, and a beta density in (0,1). The random effects are usually added to the model for accommodating the data structures as well as correlation impacts. In most of these models, the random effects are generally assumed to be normally distributed, while this assumption is frequently violated in applied studies. In this paper, the augmented mixed beta regression model with skew-normal distributed random effects is presented. A Bayesian approach is adopted for parameter estimation using Markov Chain Monte Carlo method. The proposed model is applied to analyze a real data set from Labor Force Survey.

 
Keywords: Augmented beta regression, beta distribution, mixed models, Bayesian approach, skew-normal distribution.
Full-Text [PDF 190 kb]   (27 Downloads)    
Type of Study: Research | Subject: General
Received: 2016/11/6 | Accepted: 2017/06/4 | Published: 2017/09/24
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DOI: 10.18869/acadpub.jsri.14.1.101


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Fallah Mohsenkhani Z, Mohammadzadeh M, Baghfalaki T. Bayesian Analysis of Augmented Mixed Beta Models with Skew-Normal Random Effects. JSRI. 2017; 14 (1) :101-118
URL: http://jsri.srtc.ac.ir/article-1-256-en.html
Volume 14, Number 1 (9-2017) Back to browse issues page
مجله‌ی پژوهش‌های آماری ایران (علمی - پژوهشی) Journal of Statistical Research of Iran JSRI
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