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Weak hypotheses in boosting method

开发者 https://www.devze.com 2022-12-28 21:12 出处:网络
What is the weak hypothe开发者_StackOverflow中文版ses generated during boosting?I\'m guessing that you mean the weak classifiers that are combined in boosting? Often these are decision trees only a fe

What is the weak hypothe开发者_StackOverflow中文版ses generated during boosting?


I'm guessing that you mean the weak classifiers that are combined in boosting? Often these are decision trees only a few layers deep. They are trained, one after another, on the dataset weighted such that data points the last classifier got wrong are given more weight.

Check these notes from a UPenn machine learning class for more information:

http://alliance.seas.upenn.edu/~cis520/wiki/index.php?n=Lectures.Boosting

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