Statements (27)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
gptkb:algorithm
decision tree algorithm |
| gptkbp:basedOn |
information gain
|
| gptkbp:category |
supervised learning
tree-based method |
| gptkbp:developedBy |
gptkb:Ross_Quinlan
|
| https://www.w3.org/2000/01/rdf-schema#label |
ID3 algorithm
|
| gptkbp:input |
labeled dataset
|
| gptkbp:introducedIn |
1986
|
| gptkbp:limitation |
prone to overfitting
biased towards attributes with more values cannot handle continuous attributes directly |
| gptkbp:output |
gptkb:tree
|
| gptkbp:predecessor |
gptkb:C4.5_algorithm
|
| gptkbp:relatedTo |
gptkb:C4.5_algorithm
gptkb:CART_algorithm |
| gptkbp:splitsOn |
categorical attributes
|
| gptkbp:stopsAt |
all instances in a node have the same class
no attributes left no instances left |
| gptkbp:usedFor |
gptkb:dictionary
|
| gptkbp:usedIn |
gptkb:machine_learning
data mining |
| gptkbp:bfsParent |
gptkb:Classification_and_Regression_Tree
gptkb:Ross_Quinlan gptkb:Exhaustive_CHAID_algorithm |
| gptkbp:bfsLayer |
7
|