This repository contains a series of tutorials on time series analysis using R. Each tutorial covers a specific aspect of time series modeling and analysis. You can find the corresponding R Markdown (RMD) and PDF files for each tutorial below:
- Exploration : RMD | PDF
- Introduction to time series data exploration.
- ETS : RMD | PDF
- Time series forecasting using Exponential Smoothing State Space models
- Evaluation : RMD | PDF
- Techniques for evaluating the performance of time series forecasting models.
- Regression - LR : RMD | PDF
- Time series modeling using Linear Regression.
- Regression - OLS : RMD | PDF
- Time series modeling using Ordinary Least Squares (OLS) regression.
- Regression - Lasso/Ridge : RMD | PDF
- Time series modeling with Lasso and Ridge regression techniques.
- Temporal Hierarchies : RMD | PDF
- Exploring temporal hierarchies in time series data.
PDF and HTML version are available in this folder.
Feel free to explore these tutorials to enhance your understanding of time series analysis in R. Happy learning!
Special credits to our professor - Nikolaos Kourentzes