GPML: an XML-based standard for the interchange of genetic programming trees

Journal article

Esmail Saber (2019). GPML: an XML-based standard for the interchange of genetic programming trees. Genetic Programming and Evolvable Machines . 11. https://doi.org/10.1007/s10710-019-09370-4
AuthorsEsmail Saber
Abstract

We propose a genetic programming markup language (GPML), an XML-based standard for the interchange of genetic programming trees, and outline the benefits such a format would bring in allowing the deployment of trained genetic programming (GP) models in applications as well as the subsidiary benefit of allowing GP researchers to directly share trained trees. We present a formal definition of this standard and describe details of an implementation. In addition, we present a case study where GPML is used to implement a model predictive controller for the control of a building heating plant.

Year2019
JournalGenetic Programming and Evolvable Machines
Journal citation11
PublisherSpringer
ISSN1389-2576
Digital Object Identifier (DOI)https://doi.org/10.1007/s10710-019-09370-4
Web address (URL)https://link.springer.com/article/10.1007/s10710-019-09370-4?wt_mc=Internal.Event.1.SEM.ArticleAuthorOnlineFirst&utm_source=ArticleAuthorContributingOnlineFirst&utm_medium=email&utm_content=AA_en_06082018&ArticleAuthorContributingOnlineFirst_20191129
Publication dates
Print27 Nov 2019
Publication process dates
Accepted13 Nov 2019
Deposited12 Dec 2019
Publisher's version
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Open
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