https://github.com/jxareas/linear-regression
Data Wrangling, Linear Models & other misc. Inferential Statistics.
https://github.com/jxareas/linear-regression
collaborate data-analysis data-science dplyr ggplot2 github jetbrains learn linear-regression poisson-distribution polynomial-regression r regression regression-analysis regression-models
Last synced: about 2 months ago
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Data Wrangling, Linear Models & other misc. Inferential Statistics.
- Host: GitHub
- URL: https://github.com/jxareas/linear-regression
- Owner: jxareas
- License: mit
- Created: 2021-07-18T21:07:39.000Z (about 4 years ago)
- Default Branch: master
- Last Pushed: 2022-07-16T07:55:37.000Z (about 3 years ago)
- Last Synced: 2025-05-16T09:42:56.884Z (5 months ago)
- Topics: collaborate, data-analysis, data-science, dplyr, ggplot2, github, jetbrains, learn, linear-regression, poisson-distribution, polynomial-regression, r, regression, regression-analysis, regression-models
- Language: R
- Homepage:
- Size: 892 KB
- Stars: 14
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# 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](https://github.com/jxareas/Introductory-Regression/blob/master/plots/01_09_PredictionInterval.pdf)
* [Loglinear Regression](https://github.com/jxareas/Introductory-Regression/blob/master/plots/02_10_LogModel.pdf)
* [Polynomial Regression](https://github.com/jxareas/Introductory-Regression/blob/master/plots/03_01_PolynomialFit.pdf)
* [Poisson Regression](https://github.com/jxareas/Introductory-Regression/blob/master/plots/05_01_PoissonCurve.pdf)
* [Logistic Regression](https://github.com/jxareas/Introductory-Regression/blob/master/plots/04_01_LogisticCurve.pdf)
* [Residuals](https://github.com/jxareas/Introductory-Regression/blob/master/plots/01_05_DiamondResiduals.pdf)
* [Diagnostic Plots](https://github.com/jxareas/Introductory-Regression/blob/master/plots/02_19_DiagnosticPlots.pdf)
* [Mean Centering Variables](https://github.com/jxareas/Introductory-Regression/blob/master/plots/02_15_MeanCentering.pdf)
* [Homoskedasticity](https://github.com/jxareas/Introductory-Regression/blob/master/plots/01_07_Homoskedasticity.pdf)
* [Heteroskedasticity](https://github.com/jxareas/Introductory-Regression/blob/master/plots/01_08_Heteroskedasticity.pdf)