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References
14. Recursive Partitioning and Tree-based Methods
Heping Zhang
Subsections
14.1 Introduction
14.2 Basic Classification Trees
14.2.1 Tree Growing and Recursive Partitioning
14.2.2 Tree Pruning and Cost Complexity
14.3 Computational Issues
14.3.1 Splits Based on an Ordinal Predictor
14.3.2 Splits Based on a Nominal Predictor
14.3.3 Missing Values
14.4 Interpretation
14.5 Survival Trees
14.5.1 Maximizing Difference Between Nodes
14.5.2 Use of Likelihood Functions
14.5.3 A Straightforward Extension
14.5.4 Other Developments
14.6 Tree-based Methods for Multiple Correlated Outcomes
14.7 Remarks
