Qinfeng Shi, James Petterson, Gideon Dror, John Langford, Alex Smola, Alex Strehl and S V N Vishwanathan
In: AISTATS 2009, 16-18 Apr 2009, Clearwater Beach, Florida, USA.
We propose hashing to facilitate efficient kernels. This generalizes previous work using sampling and we show a principled way to compute the kernel matrix for data streams and sparse feature spaces. Moreover, we give deviation bounds from the exact kernel matrix. This has applications to estimation on strings and graphs.