shihuang047 / gemelli

tensor decomposition for spatiotemporal omics data

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Gemelli is a tool box for running tensor factorization on sparse compositional omics datasets. Gemelli performs unsupervised dimensionality reduction of spatiotemporal microbiome data. The outlut of gemelli helps to resolve spatiotemporal subject variation and the biological features that separate them.

Installation

To install the most up to date version of deicode, run the following command

# pip (only supported for QIIME2 >= 2018.8)
pip install gemelli

Note: that gemelli is not compatible with python 2, and is compatible with Python 3.4 or later.

Documentation

Tutorials

There are several ways to run CTF through gemelli. Here we provide a tutorial of a time series IBD data set in each of the different formats:

Tutorials with QIIME2

Standalone tutorial outside of QIIME2

Other Resources

Named after gemelli by alighiero boetti and also the pasta.

TenAls translated from Sewoong Oh

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tensor decomposition for spatiotemporal omics data

License:BSD 3-Clause "New" or "Revised" License


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