Online Support Vector Machines

I have been studying and experimenting with online learning algorithms for support vector machines (SVMs) for a while now, primarily with the intention of understanding how they can be used to learn SVM models on large multi-terabyte datasets.

The following technical report describes the NORMA and PEGASOS family of algorithms and give some observations and relevant technical details about them.

Notes on Online Support Vector Machines

Both classes of algorithms work to a certain degree but for different settings, unlike many other proposed algorithms (like SOG-SVR) that only work in the limited experiments reported in the papers they are published in…

Advertisements

Leave a Reply

Fill in your details below or click an icon to log in:

WordPress.com Logo

You are commenting using your WordPress.com account. Log Out / Change )

Twitter picture

You are commenting using your Twitter account. Log Out / Change )

Facebook photo

You are commenting using your Facebook account. Log Out / Change )

Google+ photo

You are commenting using your Google+ account. Log Out / Change )

Connecting to %s