R Resources:
- The R Project for Statistical Computing
- The Comprehensive R Archive Network
- R Reference Card 2.0
- MATLAB ® / R Reference
- An Introduction to R
- A (Very) Short Introduction to R
- R for Beginners
- simpleR - Using R for Introductory Statistics
- Using R for Data Analysis and Graphics
- Practical Regression and Anova using R
- Sweave Example (R code)
- R Markdown Example - Simple (R code)
- R Markdown Example - Advanced (R code)
Introduction to Statistics:
- The Science of Statistics (slides)
- Introduction to R (slides)
- Introduction to Set Theory (slides)
- Introduction to Probability Theory (slides)
- Introduction to Random Variables (slides)
- Common Probability Distributions (slides)
- Visualizing Probability Distributions (slides)
- Scales of Measurement (slides)
- Parameter Estimation (slides)
- Confidence Intervals (slides)
- Null Hypothesis Significance Testing (slides)
- Inference for Proportions (slides)
- Chi-Square Tests (slides)
- One Sample t Test (slides)
- Two Sample t Test (slides)
- One-Way Analysis of Variance (slides)
Applied Statistics:
- Introduction to R and Programming (R code)
- Simple Linear Regression (R code)
- Correlation and Geometry (R code)
- Multiple Linear Regression (R code)
- Polynomials and Interactions (R code)
- Model Selection and Diagnostics (R code)
- One-Way Analysis of Variance (R code)
- Factorial and Unbalanced ANOVA (R code)
- Analysis of Covariance (R code)
- Effect Size and Power Analysis (R code)
- Generalized Linear Models in R
- Linear Mixed-Effects Regression (R code)
Multivariate Statistics:
- Introduction to Linear Algebra (R code)
- Data, Covariance, and Correlation Matrix (R code)
- Multivariate Normal Distribution (R code)
- Inference about Multivariate Means (R code)
- Multivariate Linear Regression (R code)
- Principal Components (R code)
- Factor Analysis (R code)
- Canonical Correlations (R code)
- Discrimination and Classification (R code)
- Clustering Methods (R code)
Nonparametric Statistics:
- Density and Distribution Estimation (R code)
- Nonparametric One-Sample Location Tests (R code)
- Nonparametric K-Sample Location Tests (R code)
- Nonparametric Dispersion and Equality Tests (R code)
- Nonparametric Independence Tests (R code)
- Nonparametric Hypothesis Tests in R
- Nonparametric Bootstrap Sampling in R
- Nonparametric Regression (Smoothers) in R
- Smoothing Spline Regression in R
- Multiple and Generalized Nonparametric Regression in R