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Graph Kernel

Graph Kernel

A ‘‘kernel’’ of a graph $K \subset V$ is ($V$ - all nodes of a graph)

  • $\forall a \in K, \not \exists b: a \to b$
  • : no alternative $a$ inside the kernel $K$ is better than any other alternative $b$ inside $K$
  • $\forall c \not \in K, \exists a \in K: a \to c$
  • : each alternative $c$ outside of the kernel $K$ is worse than at least one alternative $a$ inside $K$

For the example above:

  • $K = {b, d, e}$
  • Image

Remarks:

Usage

  • http://en.wikipedia.org/wiki/Graph_kernel
  • http://jmlr.org/papers/volume11/vishwanathan10a/vishwanathan10a.pdf

Sources