Computer scienceData scienceMachine learningEnsemble learning

Adaboost

Theory

The building blocks

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Place the stages of the Adaboost algorithm into the correct order.

Hint

Carefully review The AdaBoost algorithm section of the theory.

Put the items in the correct order
Combine the weighted weak learners via majority voting
For each boosting round, do:
Initialize the weights and the number of boosting rounds
    Train the weak learner
    Calculate the importance (also known as the amount of say) of the weak learner
    Calculate the classification error of the weak learner
Return the strong learner
    Perform the weight update
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