“Random Kitchen Sinks: Replacing Optimization with Randomization in Learning“.

(Thanks to Ali Rahimi for giving the talk and thanks to Carl for sending me the link.)

Edit 10-29-13:

Check out Igor’s and Alex Smola posts

“Random Kitchen Sinks, Fast Food and other randomized kernel evaluations” (Nuit Blanche)

“Compressed Sensing: Random Features for Large-Scale Kernel Machines” (Nuit Blanche)

“The Neal Kernel and Random Kitchen Sinks” (Adventures in Data Land)