课程图谱

Applied Regression Analysis

开始时间: 04/22/2022 持续时间: Unknown

所在平台: CourseraArchive

课程类别: 统计和数据分析

大学或机构: The Ohio State University（美国俄亥俄州立大学）

授课老师： Stanley Lemeshow

课程主页: https://www.coursera.org/course/appliedregression

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课程简介

Regression modeling is the standard method for analysis of continuous response data. This course provides theoretical and practical training in statistical modeling with particular emphasis on linear and multiple regression.

课程大纲

Week One
  • Review of basic statistical concepts
  • Regression and correlation
Week Two
  • Linear regression
  • Assumptions for linear regression
  • Hypothesis test and confidence intervals for model parameters
Week Three
  • The correlation coefficient
  • The ANOVA table for straight line regression
Week Four
  • Polynomial regression
Week Five
  • Multiple regression
  • The partial F-test
Week Six
  • Dummy (or indicator) variables
  • Statistical interaction
  • Comparing two straight line regression equations

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课程详情

Regression modeling is the standard method for analysis of continuous response data. This course provides theoretical and practical training in statistical modeling with particular emphasis on linear and multiple regression.

课程标签

ANOVA 统计学 回归分析

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