This repository contains R Markdown and R code as part of John Brandt's data analysis portfolio.
- Transformations
- Data cleaning
- Missing data imputation
- Variance restructuring
- Mixed-effect modeling
- Model selection
- Cubic splines modeling
- Bias-variance decomposition
- Maximum likelihood and least squares equivalency
- Predictive modeling with multiple linear regression
- Predictive modeling with K-nearest neighbors regression