Graph Machine Learning, Graph Kernels, Explicit Feature Maps, Scalable Machine Learning.
graph. For each walk I recorded the labels of nodes encountered during the walk. Then I grouped together nodes which have identical walks, i.e., walks with identical label sequences. From these groups I sample positive pairs for a word2vec-like node embedding algorithm with negative sampling. The