Commit dd57c840 authored by Florent Chatelain's avatar Florent Chatelain
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# Two-way kernel matrix puncturing
This is the companion gitlab repository for our submitted paper _"Two-way kernel matrix puncturing: towards resource-efficient PCA and spectral clustering"_ by Romain Couillet, Florent Chatelain and Nicolas Le Bihan
This is the companion gitlab repository for our [arXiv manuscript](https://arxiv.org/abs/2102.12293) _"Two-way kernel matrix puncturing: towards resource-efficient PCA and spectral clustering"_ by Romain Couillet, Florent Chatelain and Nicolas Le Bihan
## Supplementary materials
### Proofs
The elements of proof of the main theorems in the core article are detailled in the pdf file
[supp_mat_proofs.ipynb]()
[supp_mat_proofs.pdf](https://gricad-gitlab.univ-grenoble-alpes.fr/chatelaf/two-way-kernel-matrix-puncturing/-/blob/master/supp_mat_proofs)
## Code
### Code
The python jupyter notebook [supp_mat_figures.ipynb]() is set up to replicate the figures shown in the paper.
This loads the `punctils.py` function module and the GAN data. The required python modules to run the notebook are listed in the first cells.
This loads the `punctils.py` function module and the GAN data. The python modules needed to run the notebook are listed in the first cells.
### Requirements
#### Requirements
The processing of GAN data requires at least 32GB of RAM.
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