Kumaraswamy Binomial分布
The Kumaraswamy Binomial Distribution
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摘要: 在Binomial模型中考虑over-dispersion时, 每一个独立事件成功的概率通常被视为一个连续随机变量. 在本文中, 我们提出了成功概率服从Kumaraswamy分布的混合Binomial模型. 讨论了这个模型的随机序和相依性; 并用数据来拟合这些模型, 数值计算结果表明在拟合某些数据时KB模型比BB模型拟合效果更好.Abstract: The probability of success in a Binomial model is often viewed as a continuous random variable when needs to be considered. In this note, we study the mixed Binomial model with the probability of success having the Kumaraswamy distribution. Stochastic orders and dependence in this model are discussed; Further, the new models are employed to fit some real data sets, and the numerical results reveal that KB models perform better than Beta-Binomial model in some occasions.