## Idea: use restricted Bayes optimal classifiers

- Limit the variance by restricting the class of classifiers to the set of hyperplanes
- Reduce the bias by tending ? to 0
- Choose the Bayes optimal hyperplane: the one that minimizes the Bayes error relative to our estimate of the joint distribution

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