16 citations · 59 across the 11 of their papers we have counts for
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cs.LG2017
Kernel Graph Convolutional Neural Networks
Giannis Nikolentzos, Polykarpos Meladianos, Antoine Jean-Pierre Tixier +2
Graph kernels have been successfully applied to many graph classification problems. Typically, a kernel is first designed, and then an SVM classifier is trained based on the featur…
cs.CV2017
Graph Classification with 2D Convolutional Neural Networks
Antoine Jean-Pierre Tixier, Giannis Nikolentzos, Polykarpos Meladianos +1
Graph learning is currently dominated by graph kernels, which, while powerful, suffer some significant limitations. Convolutional Neural Networks (CNNs) offer a very appealing alte…