Optimization for Kernel Methods

author: Sathiya Keerthi, Yahoo! Research
published: Feb. 25, 2007,   recorded: February 2006,   views: 471
Categories

Related Open Educational Resources

Related content

Report a problem or upload files

If you have found a problem with this lecture or would like to send us extra material, articles, exercises, etc., please use our ticket system to describe your request and upload the data.
Enter your e-mail into the 'Cc' field, and we will keep you updated with your request's status.
Lecture popularity: You need to login to cast your vote.
  Bibliography

 Watch videos:   (click on thumbnail to launch)

Watch Part 1
Part 1 1:00:08
!NOW PLAYING
Watch Part 2
Part 2 42:04
!NOW PLAYING
Watch Part 3
Part 3 57:04
!NOW PLAYING
Watch Part 4
Part 4 31:20
!NOW PLAYING
Watch Part 5
Part 5 1:01:49
!NOW PLAYING
Watch Part 6
Part 6 18:27
!NOW PLAYING

Description

Optimization methods play a crucial role in kernel methods such as Support Vector Machines and Kernel Logistic Regression. In a variety of scenarios, different optimization algorithms are better suited than others. The aims of the six lectures in this topic are: (1) to introduce a range of optimization problems that arise in the solution of classification problems by kernel methods; (2) to briefly review the relevant optimization algorithms; and (3) to point out in some detail as to which optimization methods are suited for these varied problems.

Link this page

Would you like to put a link to this lecture on your homepage?
Go ahead! Copy the HTML snippet !

Reviews and comments:

Comment1 Lecture Notes?, April 18, 2007 at 3:09 a.m.:

Could we get a link to the lecture notes in .ppt or pdf?
the charts are impossible to read off the video.

thanks

Mike B


Comment2 Ame, July 1, 2009 at 11:06 a.m.:

May I get a link to the lecture notes in .ppt or pdf?
Many thanks


Comment3 Arun Iyer, February 7, 2011 at 12:31 a.m.:

Here are the slides (PDF) from the MLSS 06 site -
http://canberra06.mlss.cc/slides/Sath...

Though, replicating the same on this page would be good.

Write your own review or comment:

make sure you have javascript enabled or clear this field: