过分散障碍负二项回归模型的分析模型:在成品卷烟使用中的应用

IF 0.9 Q3 STATISTICS & PROBABILITY Journal of Reliability and Statistical Studies Pub Date : 2019-10-13 DOI:10.13052/jrss2229-5666.1225
Sujan Rudra, S. Biswas
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引用次数: 1

摘要

我们的主要目的是确定影响烟草使用者特别是年龄在15岁以上的人使用人造卷烟的因素。在烟草使用者中,很大一部分成年人不吸食人造卷烟,而是吸食其他烟草。因此,我们需要构建一个能够处理超零计数存在和过分散现象的模型。基于这些事实,本文提出采用栅格负二项回归模型(HNB)来发现人工卷烟使用与社会因素之间的关系。发现数据有多余的零(35%);方差为47.122,远高于均值5.933。由于有多余的零和非零结果的高变异性,HNB模型被发现是更好的拟合。
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MODELS FOR ANALYZING OVER-DISPERSED HURDLE NEGATIVE BINOMIAL REGRESSION MODEL: AN APPLICATION TO MANUFACTURED CIGARETTE USE
Our main aim is to identify the factors that influence the use of manufactured cigarettes among tobacco users especially those whose age is above fifteen. Among the tobacco users, a large portion of adult does not take manufactured cigarettes but take other tobacco. As a result, we need to construct a model that can handle the existence of excess zero counts and the over-dispersed phenomenon. Motivated by these facts, in this paper, we propose to apply the Hurdle Negative Binomial (HNB) regression model to discover the relationships between uses of manufactured cigarettes and social factors. The data were found to have excess zeros (35%); moreover, the variance is 47.122, which is much higher than its mean 5.933. With excess zeros and high variability of non-zero outcomes, the HNB model was found to be better fitted.  
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CiteScore
1.60
自引率
12.50%
发文量
24
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