https://github.com/dahtah/kirchhoffforests.jl
Science Score: 23.0%
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Low similarity (4.8%) to scientific vocabulary
Last synced: 9 months ago
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JSON representation
Repository
Basic Info
- Host: GitHub
- Owner: dahtah
- Language: Julia
- Default Branch: master
- Size: 2.25 MB
Statistics
- Stars: 0
- Watchers: 1
- Forks: 1
- Open Issues: 0
- Releases: 0
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
- Website: https://barthesi.gricad-pages.univ-grenoble-alpes.fr/
- Repositories: 20
- Profile: https://github.com/dahtah
GitHub Events
Total
- Member event: 1
- Push event: 4
Last Year
- Member event: 1
- Push event: 4