AutoMATES: Automated Model Assembly from Text, Equations, and Software
Artificial Intelligence
2020-01-22 v1 Multimedia
Software Engineering
Abstract
Models of complicated systems can be represented in different ways - in scientific papers, they are represented using natural language text as well as equations. But to be of real use, they must also be implemented as software, thus making code a third form of representing models. We introduce the AutoMATES project, which aims to build semantically-rich unified representations of models from scientific code and publications to facilitate the integration of computational models from different domains and allow for modeling large, complicated systems that span multiple domains and levels of abstraction.
Cite
@article{arxiv.2001.07295,
title = {AutoMATES: Automated Model Assembly from Text, Equations, and Software},
author = {Adarsh Pyarelal and Marco A. Valenzuela-Escarcega and Rebecca Sharp and Paul D. Hein and Jon Stephens and Pratik Bhandari and HeuiChan Lim and Saumya Debray and Clayton T. Morrison},
journal= {arXiv preprint arXiv:2001.07295},
year = {2020}
}
Comments
8 pages, 6 figures, accepted to Modeling the World's Systems 2019