Kernel methods for deep learning

Doctoral thesis OPEN
Cho, Youngmin;
(2012)
  • Publisher: eScholarship, University of California
  • Subject: UCSD Dissertations, Academic Computer science. (Discipline)

We introduce a new family of positive-definite kernels that mimic the computation in large neural networks. We derive the different members of this family by considering neural networks with different activation functions. Using these kernels as building blocks, we also... View more
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