Temporal segmentation using one-class support vector machines
This Matlab project is used as an experimental setup for the master thesis of Roemer Vlasveld.
One-Class Support Vector Machines?
I have written an Introduction to One-Class Support Vector Machines explaining the idea of One-Class SVM. That should be a good starting point to understand this material.
How to use this
I am planning to write a small how-to on this library, but currently it is under to much development to make that.
The function apply_inc_svdd is the main application.
There the incremental SVDD (by Tax and Duin) is constructed, from the data set.
What libraries are used?
For the one-class support vector machine, the SVDD method by Tax and Duin is used. This is provided by the dd_tools package, which in turn relies on the PRTools toolbox.