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Graph Convolutional Kernel Machine versus Graph Convolutional Networks

Neural Information Processing Systems

An example is the graph convolutional kernel support vector machine (GCKSVM) for node classification, for which we analyze the generalization error bound and discuss the impact of the graph structure.






Anonlinepassive-aggressivealgorithmfor difference-of-squaresclassification

Neural Information Processing Systems

Forsuch models, one particularly elegant approach is that ofpassive-aggressive learning[3]. In this framework, a model isonly updated when itfails to classify an example correctly with high confidence.