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NNMF-GO


Version: 0.1

Update: 2020-04-29

http://sinc.unl.edu.ar

Description

NNMF-GO: a novel method for inferring annotations based on non-negative matrix factorizarion (NNMF) of expression and GO similarities.

This is a distribution of the source code used in:

L. Di Persia, A.L. Arce, D.H. Milone, G. Stegmayer, "Improving prediction of GO annotations from expression data with non-negative matrix factorization", under review (2020).


Running in a Colab

Using a Colaboratory notebook makes it easier to run the scripts, since the code is executed on a server with the required computational power and software prerequisites. Download the source notebook nnmfgo_loo_bioinf.ipynb and upload it to a Google Drive account. Then, the notebook file can be opened from Google Drive web, using the option "Open with Google Colaboratory". A notebook will be opened in a new tab, with further instructions to run the experiment.

Data

Download all data and save it in the same folder as the source notebook, in data/loo.


Licence: This project is licensed under the GNU General Public Licence.

Acknowledgments: Thanks to NVIDIA Corporation for the donation of several Titan Xp GPUs used for this research.

Source: README.md, updated 2020-04-30