The Computational Notebook Paradigm for Multi-paradigm Modeling

Computational notebooks are gaining widespread acceptance as a paradigm for storage, dissemination, and re-production of experimental results. In this paper, we define the computational notebook paradigm (CNP) consisting of entities and processes and discuss how the reproducibility of the experiment...

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Vydáno v:2019 ACM/IEEE 22nd International Conference on Model Driven Engineering Languages and Systems Companion (MODELS-C) s. 449 - 454
Hlavní autoři: Oakes, Bentley James, Franceschini, Romain, Van Mierlo, Simon, Vangheluwe, Hans
Médium: Konferenční příspěvek
Jazyk:angličtina
Vydáno: IEEE 01.09.2019
Témata:
Collaboration
Complexity theory
Computational modeling
Computational notebooks
Context modeling
Documentation
Experimental Process
Kernel
Model driven engineering
Multi-paradigm modeling
Paradigms
Reproducibility
Reproducibility of results
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Shrnutí:Computational notebooks are gaining widespread acceptance as a paradigm for storage, dissemination, and re-production of experimental results. In this paper, we define the computational notebook paradigm (CNP) consisting of entities and processes and discuss how the reproducibility of the experimental process and results is enhanced by each element. This paper also details the interactions of CNP and multi-paradigm modeling (MPM), with an aim of understanding how to support MPM within the CNP, and improve the reproducibility aspects of both the CNP and MPM.
DOI:10.1109/MODELS-C.2019.00072