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Semi-supervised Learning on Large Graphs: is Poisson Learning a Game-Changer?
Published 28 Feb 2022 in stat.ML and cs.LG | (2202.13608v2)
Abstract: We explain Poisson learning on graph-based semi-supervised learning to see if it could avoid the problem of global information loss problem as Laplace-based learning methods on large graphs. From our analysis, Poisson learning is simply Laplace regularization with thresholding, cannot overcome the problem.
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