833 citations · 1.7k across the 18 of their papers we have counts for
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cs.LG2017★ 2 cited
Global Weisfeiler-Lehman Graph Kernels
Christopher Morris, Kristian Kersting, Petra Mutzel
Most state-of-the-art graph kernels only take local graph properties into account, i.e., the kernel is computed with regard to properties of the neighborhood of vertices or other s…
cs.LG2017★ 16 cited
A Unifying View of Explicit and Implicit Feature Maps of Graph Kernels
Nils M. Kriege, Marion Neumann, Christopher Morris +2
Non-linear kernel methods can be approximated by fast linear ones using suitable explicit feature maps allowing their application to large scale problems. We investigate how convol…