Understanding Regression Techniques

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课程简介

课程名称:理解回归技术 (Understanding Regression Techniques) 课程概述:本课程包含一本电子书和一套幻灯片,旨在向学生介绍回归技术,涵盖线性回归、逻辑回归和计数模型回归。课程以直观且非数学化的方式阐述每种技术的理论,教授学生何时使用这些技术、如何检验假设、如何构建模型、如何评估模型拟合优度以及如何解释结果。课程不假定使用任何特定的统计软件,因此无论学生使用何种软件,都能够从中受益。此外,课程还将通过三个详细的案例研究进行讲解。

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课程详情

Included in this course is an e-book and a set of slides. The purpose of the course is to introduce the students to regression techniques. The course covers linear regression, logistic regression and count model regression. The theory behind each of these three techniques is described in an intuitive and non-mathematical way. Students will learn when to use each of these three techniques, how to test the assumptions, how to build models, how to assess the goodness-of-fit of the models, and how to interpret the results. The course does not assume the use of any specific statistical software. Therefore, this course should be of use to anyone intending on applying regression techniques no matter which software they use. The course also walks students through three detailed case studies.

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