Visualizing a bivariate discrete distribution and other distributions derived from it

IF 1.2 Q2 EDUCATION & EDUCATIONAL RESEARCH Teaching Statistics Pub Date : 2024-04-28 DOI:10.1111/test.12370
Jyotirmoy Sarkar, Mamunur Rashid
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Abstract

A single discrete random variable is depicted by a stick diagram, a 2D picture. Naturally, to visualize a bivariate discrete distribution, one can use a bivariate stick diagram, a 3D picture. Unfortunately, many students have difficulty understanding and processing 3D pictures. Therefore, we construct an alternative 2D disc plot to depict the bivariate distribution of (, ), from which we obtain graphically the conditional distributions of given , and given ; the marginal distributions of , , , . Furthermore, we depict the mean and the standard deviation of each distribution using a single‐headed arrow. We hope these visualizations will help students better comprehend these concepts and avoid some misconceptions.
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可视化二元离散分布及其衍生的其他分布
单一离散型随机变量可以用二维棒图来表示。当然,为了直观地显示二元离散分布,我们可以使用二元棒图,即三维图片。遗憾的是,许多学生在理解和处理三维图片时遇到困难。因此,我们构建了另一种二维圆盘图来描述 (, ) 的二元分布,从中我们可以图解出给定 , 和给定的条件分布;给定 , 和给定的边际分布。此外,我们用单头箭头来描绘每个分布的均值和标准差。我们希望这些直观图能帮助学生更好地理解这些概念,避免一些误解。
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来源期刊
Teaching Statistics
Teaching Statistics EDUCATION & EDUCATIONAL RESEARCH-
CiteScore
2.10
自引率
25.00%
发文量
31
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