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Keywords: graph neural networks
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Journal Articles
Foundations and Trends in Machine Learning (2020) 13 (2-3): 158–331.
Published: 22 December 2020
... and A. G. Constantinides Licensed re-use rights only graph theory random data on graphs big data on graphs signal processing on graphs machine learning on graphs graph topology learning systems on graphs vertex-frequency estimation graph neural networks graphs and tensors Graphs...
Journal Articles
Foundations and Trends in Machine Learning (2020) 13 (1): 1–157.
Published: 22 December 2020
.... Constantinides Licensed re-use rights only graph theory random data on graphs big data on graphs signal processing on graphs machine learning on graphs graph topology learning systems on graphs vertex-frequency estimation graph neural networks graphs and tensors. Data analytics on graphs...
Journal Articles
Foundations and Trends in Machine Learning (2020) 13 (4): 332–530.
Published: 22 December 2020
... circuits, linear heat transfer, social and computer networks, and spring-mass systems. We also review main trends in graph neural networks (GNN) and graph convolutional networks (GCN) from the perspective of graph signal filtering. Particular insight is given to the role of diffusion processes over graphs...

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