Predictive Analysis

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:

Notebooks

1. Exploration : RMD | PDF
   • Introduction to time series data exploration.
2. ETS : RMD | PDF
   • Time series forecasting using Exponential Smoothing State Space models
3. Evaluation : RMD | PDF
   • Techniques for evaluating the performance of time series forecasting models.
4. Regression - LR : RMD | PDF
   • Time series modeling using Linear Regression.
5. Regression - OLS : RMD | PDF
   • Time series modeling using Ordinary Least Squares (OLS) regression.
6. Regression - Lasso/Ridge : RMD | PDF
   • Time series modeling with Lasso and Ridge regression techniques.
7. Temporal Hierarchies : RMD | PDF
   • Exploring temporal hierarchies in time series data.

PDF and HTML

PDF and HTML version are available in this folder.

• PDF Files
• HTML Files

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