Ensemble Methods — Weblinks

49 links

Type

Site

Ensemble Methods › Ensemble Foundations 5 terms

Bagging 2 links

Base Learner 2 links

E Ensemble learning — Wikipedia Ref…
S scikit-learn: Ensemble methods documentation Docs

Boosting 2 links

X XGBoost Documentation: Gradient Boosted Trees Docs
S scikit-learn: Boosting (Ensemble Methods) Docs

Meta-Learner 2 links

D Original stacked generalization paper (Wolpert, 1992) Art…
S scikit-learn StackingClassifier API Docs

Stacking 1 link

S scikit-learn: StackingClassifier and StackingRegressor Docs

Ensemble Methods › Bagging-Based Methods 8 terms

Bagging Classifier 2 links

S Leo Breiman (1996): Bagging Predictors PDF
S scikit-learn: BaggingClassifier documentation Docs

Bagging Regressor 2 links

Extra Trees 2 links

Out-of-Bag (OOB) Estimate 2 links

S Scikit-learn documentation: Out-of-bag estimation Docs
S Breiman (2001): Random Forests PDF

Random Forest 2 links

S Breiman (2001): Random Forests (original paper) PDF
L Leo Breiman: Random Forests (original paper) Pap…

Random Forest Classifier 2 links

S scikit-learn: RandomForestClassifier documentation Docs
S Breiman (2001) - Random Forests PDF

Random Forest Regressor 2 links

S scikit-learn: RandomForestRegressor documentation Docs
L Breiman (2001): Random Forests Pap…

Rotation Forest 1 link

D Original Rotation Forest paper Art…

Ensemble Methods › Boosting-Based Methods 8 terms

AdaBoost 2 links

CatBoost 2 links

C CatBoost official documentation Art…
C CatBoost Official Documentation Docs

Gradient Boosting 2 links

S scikit-learn: Gradient Boosting Docs
X XGBoost documentation: Gradient Boosted Trees Docs

Gradient Boosting Classifier 2 links

S scikit-learn: Gradient Boosting Docs
X XGBoost: Gradient Boosting Model Tutorial Docs

Gradient Boosting Regressor 2 links

S scikit-learn: GradientBoostingRegressor documentation Docs
S scikit-learn: Gradient Tree Boosting Docs

Histogram-Based Gradient Boosting 2 links

LightGBM 2 links

L LightGBM Official Documentation Docs
L LightGBM Official Documentation Docs

XGBoost 2 links

X XGBoost Documentation (Official) Docs
A XGBoost Paper: “XGBoost: A Scalable Tree Boosting System” Pap…

Ensemble Methods › Voting And Averaging Methods 6 terms

Averaging Regressor 2 links

S scikit-learn: VotingRegressor documentation Docs
S scikit-learn: VotingRegressor documentation Docs

Hard Voting 1 link

S scikit-learn: VotingClassifier (hard vs soft voting) Docs

Soft Voting 2 links

Stacked Generalization 1 link

S scikit-learn: Stacking (StackingClassifier/StackingRegressor) Docs

Voting Classifier 2 links

Weighted Voting 1 link

S scikit-learn: VotingClassifier documentation Docs

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