Book

Hands-On Time Series Analysis with R

This book introduces you to time series analysis and forecasting with R; this is one of the key fields in statistical programming and includes techniques for analyzing data to extract meaningful insights. You will explore methods, such as prediction with time series analysis, and identify the relationship between each data point in the series.

Offered byPackt Logo

Difficulty Level
Intermediate
Completion Time
14h56m approx.
Language
English
Certification
Not available

About Course

Book Content

chapters 14h56m total length

1. Introduction to Time Series Analysis and R
2. Working with Date and Time Objects
3. The Time Series Object
4. Working with zoo and xts Objects
5. Decomposition of Time Series Data
6. Seasonality Analysis
7. Correlation Analysis
8. Forecasting Strategies
9. Forecasting with Linear Regression
10. Forecasting with Exponential Smoothing Models
11. Forecasting with ARIMA Models
12. Forecasting with Machine Learning Models

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