CART (Classification and Regression Trees)
GPTKB entity
Statements (28)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
gptkb:algorithm
gptkb:decision_tree_algorithm |
| gptkbp:featureSelection |
recursive binary splitting
|
| gptkbp:handles |
categorical data
numerical data |
| gptkbp:handlesMissingValues |
true
|
| gptkbp:interpretable |
true
|
| gptkbp:introduced |
gptkb:Charles_Stone
gptkb:Leo_Breiman gptkb:Jerome_Friedman gptkb:Richard_Olshen |
| gptkbp:introducedIn |
1986
|
| gptkbp:nonparametric |
true
|
| gptkbp:openSource |
gptkb:MATLAB
gptkb:scikit-learn R (rpart package) |
| gptkbp:output |
gptkb:tree
|
| gptkbp:pruningMethod |
cost-complexity pruning
|
| gptkbp:publishedIn |
gptkb:Classification_and_Regression_Trees_(book)
|
| gptkbp:relatedTo |
random forest
boosted trees |
| gptkbp:splittingCriterion |
variance reduction
Gini impurity |
| gptkbp:usedFor |
gptkb:dictionary
regression |
| gptkbp:bfsParent |
gptkb:Jerome_I._Friedman
|
| gptkbp:bfsLayer |
7
|
| https://www.w3.org/2000/01/rdf-schema#label |
CART (Classification and Regression Trees)
|