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Developed a registered Julia package which quantifies the redundancies in genome-scale metabolic networks and provides local sparse certificates which are both efficiently verifiable and interpretable

Home Page: https://mtefagh.github.io/sparseQFCA.jl

License: GNU General Public License v3.0

Julia 16.22% Jupyter Notebook 83.78%
fca qfca bioinformatics julia systems-biology

sparseqfca.jl's Introduction

About me

I am a mathematician, computer scientist, and convex optimization expert with a track record of modeling computationally demanding problems in interdisciplinary fields. For example, in my Ph.D. at Stanford, I sped up the reconstruction of metabolic networks of tens of thousands of reactions by 30 times. In the last few years, I have dedicated my efforts to developing subroutines for the COBRA toolbox and also served as a moderator for COBRA.jl, both of which are optimization tools used in systems biology. Recently, I teamed up with collaborators from MSKCC to work on a new initiative called ProtPy, which is a similar open standard aimed at optimization techniques for improving radiotherapy treatment planning. Although it is still in its early stages, I am thrilled to be a part of it. Apart from my involvement in COBRA and ProtPy, I organized a nationwide optimization contest during my first year at university. The contest focused on a systems biology problem and was tailored to research-oriented individuals. I am particularly passionate about the concept of open science and decentralized science (DeSci). I have discovered that collective efforts within the scientific community align perfectly with my past experiences and interests.

Skills

  • General: Mathematical optimization, Data science, Graph theory
  • Languages: Julia, Python, Matlab
  • Familiar: R, Java, HTML
  • Tools: Jupyter, Git, LaTeX

Contact

sparseqfca.jl's People

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