Halting in Random Walk Kernels

Mahito Sugiyama, Karsten Borgwardt

Enlarged view: Logo of NIPS

Halting in Random Walk Kernels

Code

A fast C++ implementation of graph kernels is available at our GitHub repository external page here, which includes:

  • simple kernels between vertex and/or edge label histograms
  • random walk kernels (popular baselines)
  • Weisfeiler-Lehman graph kernel (state-of-the-art)

Datasets

The GraphML format of the graph datasets MUTAG, NCI1, NCI109, ENZYMES, and D&D is also available Download here (ZIP, 12 MB).

Publication

Halting in Random Walk Kernels

Mahito Sugiyama and Karsten Borgwardt
Advances in Neural Information Processing Systems 28 (NIPS 2015), 1639-1647
external page Online  |  ETH Research Collection  |  Project page  |  external page GitHub

   

Contact  Karsten Borgwardt for questions.

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