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stat.ML2018★ 35 cited
Adaptive Diffusions for Scalable Learning over Graphs
Dimitris Berberidis, Athanasios N. Nikolakopoulos, Georgios B. Giannakis
Diffusion-based classifiers such as those relying on the Personalized PageRank and the Heat kernel, enjoy remarkable classification accuracy at modest computational requirements. T…
stat.ML2017
Kernel-based Inference of Functions over Graphs
Vassilis N. Ioannidis, Meng Ma, Athanasios N. Nikolakopoulos +2
The study of networks has witnessed an explosive growth over the past decades with several ground-breaking methods introduced. A particularly interesting -- and prevalent in severa…