Compositional Scientific Computing with Catlab and SemanticModels

May 11, 2020 ยท The Ethereal ยท ๐Ÿ› arXiv.org

๐Ÿ”ฎ THE ETHEREAL: The Ethereal
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Authors Micah Halter, Evan Patterson, Andrew Baas, James Fairbanks arXiv ID 2005.04831 Category math.CT: Category Theory Cross-listed cs.PL Citations 14 Venue arXiv.org Last Checked 1 month ago
Abstract
Scientific computing is currently performed by writing domain specific modeling frameworks for solving special classes of mathematical problems. Since applied category theory provides abstract reasoning machinery for describing and analyzing diverse areas of math, it is a natural platform for building generic and reusable software components for scientific computing. We present Catlab.jl, which provides the category-theoretic infrastructure for this project, together with SemanticModels.jl, which leverages this infrastructure for particular modeling tasks. This approach enhances and automates scientific computing workflows by applying recent advances in mathematical modeling of interconnected systems as cospan algebras.
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