Scalable kernels for graphs with continuous attributes

@inproceedings{Feragen2013ScalableKF,
  title={Scalable kernels for graphs with continuous attributes},
  author={Aasa Feragen and Niklas Kasenburg and Jens Petersen and Marleen de Bruijne and Karsten M. Borgwardt},
  booktitle={NIPS},
  year={2013}
}
While graphs with continuous node attributes arise in many applications, stateof-the-art graph kernels for comparing continuous-attributed graphs suffer from a high runtime complexity. For instance, the popular shortest path kernel scales as O(n), where n is the number of nodes. In this paper, we present a class of graph kernels with computational complexity O(n(m+ log n+ δ + d)), where δ is the graph diameter, m is the number of edges, and d is the dimension of the node attributes. Due to the… CONTINUE READING
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