Question 1: Short answer
hardAI-checkedDecision Trees & EnsemblesA boosting algorithm gives example the unnormalized weight , where is the example's current margin and the margin loss. With the logistic loss , how many times larger is the weight of a badly misclassified example () than that of a barely misclassified one ()?