Performing Confirmatory Data Analysis in R

提供方
Coursera Project Network
在此指导项目中,您将:

Understand the concepts of Confirmatory Data Analysis (CDA)

Perform different tests to illustrate the concepts of CDA

Explore built-in R dataset to test the hypothesis for more than two (2) independent samples

Clock2 hours
Intermediate中级
Cloud无需下载
Video分屏视频
Comment Dots英语(English)
Laptop仅限桌面

Welcome to this project-based course Performing Confirmatory Data Analysis in R. In this project, you will learn how to perform extensive confirmatory data analysis, which is similar to performing inferential statistics in R. By the end of this 2-hour long project, you will understand how to perform chi-square tests, which includes, the goodness of fit test, test for independence, and test for homogeneity. Also, you will learn how to calculate correlation for numeric variables and perform regression analysis. Also, you will learn how to interpret the results of a test and make viable decisions. By extension, you will learn how to explore some built-in R datasets to perform the different tests. Note, you do not need to be a data scientist or statistical analyst to be successful in this guided project, just a familiarity with basic statistics and performing hypothesis test in R suffice for this project. A fundamental prerequisite is having a good understanding of the theory of hypothesis test. So, I recommend that you should take the Hypothesis Testing in R project before taking this project.

您要培养的技能

  • Statistical Inference
  • Statistical Hypothesis Testing
  • Regression Analysis
  • Analysis Of Variance (ANOVA)

分步进行学习

在与您的工作区一起在分屏中播放的视频中,您的授课教师将指导您完成每个步骤:

  1. Getting Started

  2. Chi-square tests: Goodness of fit test

  3. Chi-square tests: Test for Independence

  4. Chi-square tests: Test for Homogeneity

  5. Correlation

  6. Regression

  7. Analysis of Variance (ANOVA) - Part I

  8. Analysis of Variance (ANOVA) - Part II

  9. The Kruskal-Wallis test

指导项目工作原理

您的工作空间就是浏览器中的云桌面,无需下载

在分屏视频中,您的授课教师会为您提供分步指导

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