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laplace regularization

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Semi-supervised Learning on Large Graphs: is Poisson Learning a Game-Changer?

Nguyen, Canh Hao

arXiv.org Machine LearningMar-11-2022

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.

laplace regularization, node, poisson, (9 more...)

arXiv.org Machine Learning

2202.13608

Country:

Asia > Japan > Honshū > Kansai > Kyoto Prefecture > Kyoto (0.05)
North America > United States > New York (0.04)
North America > United States > District of Columbia > Washington (0.04)
(2 more...)

Genre: Research Report (0.40)

Technology:

Information Technology > Artificial Intelligence > Machine Learning > Unsupervised or Indirectly Supervised Learning (0.63)
Information Technology > Artificial Intelligence > Machine Learning > Inductive Learning (0.63)

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