Tree Based Methods for Statistical Learning in R

By:

Greenwell, Brandon M

Material type: Text

TextPublication details: CRC Press 2022 Boca RatonDescription: 388pISBN:

9780367532468

Subject(s):

R Programming - Statistics

DDC classification:

658.403 GRE

List(s) this item appears in: R Books

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Holdings
Item type	Current library	Item location	Collection	Call number	Status	Date due	Barcode	Item holds
Book	NIMA Knowledge Centre	6th Floor Reading Zone	General	658.403 GRE (Browse shelf(Opens below))	Checked out	29/12/2025	M0043306

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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

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