Learning about Kernels

Stumbled on Alekh Agarwal's tech report on Kernels. A good survey on kernel methods that includes recent work on this topic.

http://www.cse.iitb.ac.in/~alekh/seminar/report.pdf

Another place to begin would be Thomas Gartner's SIGKDD explorations survey paper.