Tree Based Methods for Statistical Learning in R
Greenwell, Brandon M.
Tree Based Methods for Statistical Learning in R - Boca Raton CRC Press 2022 - 388p
1. Introduction
2. Binary recursive partitioning with CART
3. Conditional inference trees
4. "The hitchhiker's GUIDE to modern decision trees"
5. Ensemble algorithms
6. Peeking inside the "black box": post-hoc interpretability
7. Random forests
8. Gradient boosting machines
9780367532468
R Programming - Statistics
658.403 / GRE
Tree Based Methods for Statistical Learning in R - Boca Raton CRC Press 2022 - 388p
1. Introduction
2. Binary recursive partitioning with CART
3. Conditional inference trees
4. "The hitchhiker's GUIDE to modern decision trees"
5. Ensemble algorithms
6. Peeking inside the "black box": post-hoc interpretability
7. Random forests
8. Gradient boosting machines
9780367532468
R Programming - Statistics
658.403 / GRE