Graph Machine Learning, Graph Kernels, Explicit Feature Maps, Scalable Machine Learning.
graph kernel. We compare all pairs of nodes because a graph is unordered, so we need to compare two sets. The kernel is called convolutional because each node vector from the one graph is compared against each vector from the other graph. (Just like in convolutional neural networks where we compare