graphkernels (version 1.6.1)

CalculateWLKernel: Weisfeiler-Lehman subtree kernel

Description

This function calculates a kernel matrix of the Weisfeiler-Lehman subtree kernel \(K_{WL}\).

Usage

CalculateWLKernel(G, par)

Arguments

G

a list of igraph graphs

par

the number \(h\) of iterations

Value

a kernel matrix of the Weisfeiler-Lehman subtree kernel \(K_{WL}\)

References

Shervashidze, N., Schweitzer, P., van Leeuwen, E. J., Mehlhorn, K., Borgwardt, K. M.: Weisfeiler-Lehman Graph Kernels, Journal of Machine Learning Research, 12, 2359-2561 (2011) https://www.jmlr.org/papers/volume12/shervashidze11a/shervashidze11a.pdf.

Examples

# NOT RUN {
data(mutag)
K <- CalculateWLKernel(mutag, 5)
# }