Subset Selection

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Overview

Content from ISL Chapter study notes. Details coming soon.

Key Concepts

  • Best Subset Selection
  • Forward Stepwise Selection
  • Backward Stepwise Selection
  • Choosing the Optimal Model (Cp, AIC, BIC, Adjusted R-squared)
  • Cross-Validation for Model Selection

References

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

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