Modern statistics with R : From wrangling and exploring data to inference and predictive modelling
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| Format: | Book |
| Language: | English |
| Published: |
©2025
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| Edition: | Second edition |
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Table of Contents:
- 1. Introduction
- 2. The basics
- 3. The cornerstones of statistics
- 4. Exploratory data analysis and unsupervised learning
- 5. Dealing with messy data
- 6. R programming
- 7. The role of simulation in modern statistics
- 8. Regression models
- 9. Survival analysis and censored data
- 10. Structural equation models,factors analysis, and mediation
- 11. Predictive modelling and machine learning
- 12. Advanced topics
- 13. Debugging
- 14. Mathematical appendix