Bagging and Random Forests

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Overview

Content from ISL Chapter study notes. Details coming soon.

Key Concepts

  • Bootstrap Aggregation (Bagging)
  • Out-of-Bag (OOB) Error
  • Random Forests
  • Variable Importance Measures
  • Decorrelation of Trees

References

  • James, G., Witten, D., Hastie, T., & Tibshirani, R. (2021). An Introduction to Statistical Learning (2nd ed.). Springer.

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