https://github.com/dahtah/kirchhoffforests.jl

https://github.com/dahtah/kirchhoffforests.jl

Science Score: 23.0%

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Repository

Basic Info
  • Host: GitHub
  • Owner: dahtah
  • Language: Julia
  • Default Branch: master
  • Size: 2.25 MB
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  • Stars: 0
  • Watchers: 1
  • Forks: 1
  • Open Issues: 0
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Created over 2 years ago · Last pushed over 1 year ago
Metadata Files
Readme

README.md

KirchhoffForests.jl

A repository of code related to Kirchhoff forests on graphs and associated estimators. This code is experimental, don't use it for anything serious (yet).

Authors: Simon Barthelmé, Nicolas Tremblay, Yusuf Yigit Pilavci, Guillaume Gautier (CNRS, Gipsa-lab).

Quick start

See examples/basic.jl

References

This package implements the methods described in the following papers:

  • YY Pilavcı, PO Amblard, S Barthelmé, N Tremblay. Graph Tikhonov regularization and interpolation via random spanning forests. IEEE transactions on Signal and Information Processing over Networks. arXiv:2011.10450
  • YY Pilavcı, PO Amblard, S Barthelmé, N Tremblay. Variance Reduction in Stochastic Methods for Large-Scale Regularized Least-Squares Problems. EUSIPCO. arXiv:2110.07894
  • Barthelmé, S, Tremblay, N, Gaudillière, A, Avena, L, Amblard, P O (2019). Estimating the Inverse Trace using Random Forests on Graphs. GRETSI. arXiv:1905.02086

Owner

  • Name: Simon Barthelmé
  • Login: dahtah
  • Kind: user
  • Location: Grenoble, France
  • Company: CNRS, Gipsa-lab

GitHub Events

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