Bayes Optimal Hyperplanes ? Maximal Margin Hyperplanes

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Table of Contents

Bayes Optimal Hyperplanes ? Maximal Margin Hyperplanes

Overview

Classifiers and Bayes error

Bayes optimal classifiers

Density estimation

Density estimation

Restricted Bayes optimal classifiers*

Parzen windows

Choosing ?

Bayes optimal hyperplanes ? maximal margin hyperplanes

Proof intuition

Linearly separable case cont.

Linearly non-separable case

Linearly non-separable case

Different values of ?

Different values of ? cont.

Experiments

Preliminary Results

Summary

Musings I

Musings II

Author: koller

Email: stong@cs.stanford.edu

Home Page: http://www-cs-students.stanford.edu/~stong/