Recently, I find out three comprehensive free online multivariate regression learning resources as following. Hereby I list out their table content and links so that you can have a quick look for your interested topics.
Introduction
Assumptions of Regression
Tranforming Variables
Simple Linear Regression
Standard Multiple Regression
Examples
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- About
- Introduction
- Module 1: Regression models
- Module 2: Simple linear regression
- Module 3: Multiple linear regression
- Module 4: Residual analysis
- Module 5: Inference in regression
- Module 6: Transforming variables
- Module 7: Analysis of variance
- Module 8: Selecting regression models
- Module 9: Comparing regression lines
- Module 10: One-way analysis of variance
- Module 11: Multiple comparisons in one-way ANOVA
- Module 12: Factorial experiments
- Module 13: More on factorial experiments
- Module 14: Logistic regression
- Module 15: Statistical reports
- References
- Data
Introduction to Regression
http://dss.princeton.edu/online_help/analysis/regression_intro.htm
http://dss.princeton.edu/online_help/analysis/regression_intro.htm
- Number of cases
- Accuracy of data
- Missing data
- Outliers
- Normaility
- Linearity
- Homoscedasticity
- Multicollinearity and singularity
STAT 505 - Applied Multivariate Statistical Analysis
https://onlinecourses.science.psu.edu/stat505/
https://onlinecourses.science.psu.edu/stat505/
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