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Author: Önder Babur

Affiliation: Eindhoven University of Technology, Netherlands

Keyword(s): Model-driven Engineering, Model Clone Detection, R, Vector Space Model, Clustering.

Related Ontology Subjects/Areas/Topics: Domain-Specific Modeling and Domain-Specific Languages ; Languages, Tools and Architectures ; MetaModeling ; Model-Driven Software Development ; Models ; Paradigm Trends ; Reasoning about Models ; Software Engineering

Abstract: Increasing model-driven engineering use leads to an abundance of models and metamodels in academic and industrial practice. A key technique for the management and maintenance of those artefacts is model clone detection, where highly similar (meta-)models and (meta-)model fragments are mined from a possibly large amount of data. In this paper we extend the SAMOS framework (Statistical Analysis of MOdelS) to clone detection on Ecore metamodels, using the framework’s n-gram feature extraction, vector space model and clustering capabilities. We perform a case analysis on Ecore metamodels obtained by applying an exhaustive set of single mutations to assess the precision/sensitivity of our technique with respect to various types of mutations. Using mutation analysis, we also briefly evaluate MACH, a comparable UML clone detection tool.

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Paper citation in several formats:
Babur, Ö. (2018). Clone Detection for Ecore Metamodels using N-grams. In Proceedings of the 6th International Conference on Model-Driven Engineering and Software Development - MODELSWARD; ISBN 978-989-758-283-7; ISSN 2184-4348, SciTePress, pages 411-419. DOI: 10.5220/0006604604110419

@conference{modelsward18,
author={Önder Babur.},
title={Clone Detection for Ecore Metamodels using N-grams},
booktitle={Proceedings of the 6th International Conference on Model-Driven Engineering and Software Development - MODELSWARD},
year={2018},
pages={411-419},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0006604604110419},
isbn={978-989-758-283-7},
issn={2184-4348},
}

TY - CONF

JO - Proceedings of the 6th International Conference on Model-Driven Engineering and Software Development - MODELSWARD
TI - Clone Detection for Ecore Metamodels using N-grams
SN - 978-989-758-283-7
IS - 2184-4348
AU - Babur, Ö.
PY - 2018
SP - 411
EP - 419
DO - 10.5220/0006604604110419
PB - SciTePress