jxareas/Linear-Regression

Data Wrangling, Linear Models & other misc. Inferential Statistics.

Introductory Regression

This repository contains some examples of fitting Generalized Linear Models (Linear, Logistic, Poisson, Polynomial) to some dummy datasets using R. It contains the R scripts and also their correspondent plots & datasets.

You are free to contribute with any example of yours.

Linear Models

This repository currently covers the scripts, plots and datasets to fit Elementary Linear Models, as well of some proofs by simulation of some key Statistical Concepts, such as:

• Linear Regression
• Loglinear Regression
• Polynomial Regression
• Poisson Regression
• Logistic Regression
• Residuals
• Diagnostic Plots
• Mean Centering Variables
• Homoskedasticity
• Heteroskedasticity