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SotirisTouliopoulos authored Aug 26, 2024
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#### A contribution to the Google Summer of Code 2024 program


## Overall
## Overview

#### This document summarizes the methods implemented and integrated into the dingo library:
- [GeomScale](https://geomscale.github.io/) is a research and development project that delivers open source code for state-of-the-art algorithms at the intersection of data science, optimization, geometric, and statistical computing.
- The current focus of GeomScale is scalable algorithms for sampling from high-dimensional distributions, integration, convex optimization, and their applications.
- [dingo](https://github.com/GeomScale/dingo) is a python package that analyzes metabolic networks. It relies on high dimensional sampling with Markov Chain Monte Carlo (MCMC) methods and fast optimization methods to analyze the possible states of a metabolic network.

#### This document summarizes the methods implemented and integrated into the [dingo](https://github.com/GeomScale/dingo) library:

- Preprocess for the reduction of metabolic models.
- Inference of pairwise correlated reactions.
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