Statements (28)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
gptkb:model
|
| gptkbp:canBe |
decision trees
decision stumps |
| gptkbp:category |
supervised learning
|
| gptkbp:citation |
Freund, Y., & Schapire, R. E. (1996). Experiments with a new boosting algorithm. ICML.
|
| gptkbp:combines |
weak learners
|
| gptkbp:developedBy |
gptkb:Robert_Schapire
gptkb:Yoav_Freund |
| https://www.w3.org/2000/01/rdf-schema#label |
AdaBoost.M1
|
| gptkbp:influenced |
gptkb:LightGBM
gptkb:XGBoost gptkb:Gradient_Boosting |
| gptkbp:input |
labeled training data
|
| gptkbp:introducedIn |
1996
|
| gptkbp:iterative |
yes
|
| gptkbp:output |
strong classifier
binary classifier |
| gptkbp:partOf |
AdaBoost family
|
| gptkbp:reduces |
exponential loss
|
| gptkbp:relatedTo |
gptkb:Bagging
gptkb:Random_Forest |
| gptkbp:requires |
base learner with error < 0.5
|
| gptkbp:supportsAlgorithm |
ensemble method
|
| gptkbp:usedFor |
gptkb:dictionary
|
| gptkbp:weightUpdate |
decreases weight of correctly classified samples
increases weight of misclassified samples |
| gptkbp:bfsParent |
gptkb:Adaptive_Boosting
|
| gptkbp:bfsLayer |
7
|