介绍线性回归:以篮球统计为例

Tom Arnold, Jonathan M. Godbey
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引用次数: 1

摘要

线性回归背后的直觉对学生来说很难掌握,特别是在没有现成的背景的情况下。本文以篮球统计数据为例,说明了线性回归的目的,并解释了如何解释线性回归的结果。特别是,学生将很快掌握解释变量的含义,r平方,回归系数估计的统计显著性,以及在金融中的应用。即使学生不是体育迷,这些例子也很容易理解和熟悉。学生可以很容易地复制本文中的步骤,以加强学习。
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Introducing Linear Regression: An Example Using Basketball Statistics
The intuition behind linear regression can be difficult for students to grasp particularly without a readily accessible context. This paper uses basketball statistics to demonstrate the purpose of linear regression and to explain how to interpret its results. In particular, the student will quickly grasp the meaning of explanatory variables, r-squared, the statistical significance of estimates of regression coefficients, and applications to Finance. Even if the student is not a sports fan the examples are easily understood and familiar. The student can easily replicate the procedures in this paper to reinforce learning.
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