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Decision tree structures and algorithms

Provides tree building with:

  • Shannon Entropy regularized split finding
  • Best-First (Leaf-wise) growth strategy
  • Histogram Subtraction Trick integration

Structs§

InteractionConstraints
Feature interaction constraints
Node
Tree node
SplitFinder
Split finder with Shannon Entropy regularization
SplitInfo
Information about a potential split
Tree
Decision tree
TreeGrower
Tree grower configuration

Enums§

MonotonicConstraint
Monotonic constraint for a feature
NodeType
Node type: internal (split) or leaf