ppforest2 v0.1.0
Projection Pursuit Decision Trees and Random Forests
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VariableImportance.hpp File Reference
#include "utils/Types.hpp"

Go to the source code of this file.

Classes

struct  ppforest2::VariableImportance
 Grouped result of the three variable importance measures. More...
 

Namespaces

namespace  ppforest2
 

Functions

types::FeatureVector ppforest2::variable_importance_permuted (Forest const &forest, types::FeatureMatrix const &x, types::ResponseVector const &y, int seed=0)
 VI1 — Permuted importance.
 
types::FeatureVector ppforest2::variable_importance_projections (Forest const &forest, int n_vars, types::FeatureVector const *scale=nullptr)
 VI2 — Projections importance (forest).
 
types::FeatureVector ppforest2::variable_importance_projections (Tree const &tree, int n_vars, types::FeatureVector const *scale=nullptr)
 VI2 — Projections importance (single tree).
 
types::FeatureVector ppforest2::variable_importance_weighted_projections (Forest const &forest, types::FeatureMatrix const &x, types::ResponseVector const &y, types::FeatureVector const *scale=nullptr)
 VI3 — Weighted projections importance.