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The original AdaBoost.R2 paper mentions that the algorithm can be used with any regression learner, not just decision tree regressors. To the best of my knowledge, there are no solid research results ...
The original AdaBoost ("adaptive boosting") algorithm is a binary classification technique (predicting a variable that has two possible values, such as the sex of a person). The AdaBoost.R2 ("AdaBoost ...