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Creating samples from a well-specified population using a probabilistic method and/or producing random numbers from a specified distribution. As this tag is ambiguous, please consider [survey-sampling] for the former and [monte-carlo] or [simulation] for the latter. For questions regarding creating random samples from known distributions, please consider using the [random-generation] tag.
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Regarding the sampling procedure in Adaboost algorithm
There are two methods for training Adaboost. Either use the weight vector directly in the training of the weak learner, or use the weight vector to sample datapoints with replacement from the original …