Computer scienceData scienceMachine learningEnsemble learning

Adaboost

Dealing with outliers

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How do the outliers influence the performance of AdaBoost?

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Adaboost comes with an inbuild mechanism that suppresses the outliers internally

Outliers have no effect on the performance of adaboost

Adaboost will give more weights to the outliers since they are more difficult to classify, and that might lead to overfitting

Adaboost will give less weights to the outliers, which will result in underfitting the original data

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