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Boosting Algorithm List . Adaboost (adaptive boosting) the adaboost algorithm, short for adaptive boosting, is a boosting technique in machine. Boosting is an ensemble method for improving the model predictions of any given learning algorithm. boosting algorithm from www.slideshare.net They automate trading to generate profits at a frequency impossible to a human trader. The corresponding learning algorithm is simpler than rgf and easier to parallelize. In contrast to adaboost, the weights of the training instances are not tweaked, instead, each predictor is trained using the residual errors of predecessor as labels.