CSC321:  Neural Networks

Lecture 12: Non-linear Support Vector Machines

The story so far

Why do large margin separators have lower VC dimension?

How to make a plane curved

A potential problem and a magic solution

What the kernel trick achieves

The kernel trick

Dealing with the test data

Dealing with the test data

The classification rule

Some commonly used kernels

Performance