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Authors: Karima Berramla 1 ; 2 ; El Abbassia Deba 2 ; Jiechen Wu 3 ; Houari Sahraoui 3 and Abou El Hassen Benyamina 2

Affiliations: 1 Ain Temouchent University Center, Algeria ; 2 LAPECI Laboratory, Oran 1 University Ahmed Ben Bella, Algeria ; 3 DIRO, Université de Montréal, Canada

Keyword(s): Model Transformation, Model Transformation by Example, Learning System, SMT System, IBM1 Model.

Abstract: In the last decade, Model-Driven Engineering (MDE) has experienced rapid growth in the software development community. In this context, model transformation occupies an important place that automates the transitions between development steps during the application production. To implement this transformation process, we require mastering languages and tools, but more importantly the semantic equivalence between the involved input and output metamodels. This knowledge is in general difficult to acquire, which makes transformation writing complex, time-consuming, and error-prone. In this paper, we propose a new model transformation by example approach to simplify model transformations, using Statistical Machine Translation (SMT). Our approach exploits the power of SMT by converting models in natural language texts and by processing them using models trained with IBM1 model.

CC BY-NC-ND 4.0

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Paper citation in several formats:
Berramla, K.; Deba, E.; Wu, J.; Sahraoui, H. and Benyamina, A. (2020). Model Transformation by Example with Statistical Machine Translation. In Proceedings of the 8th International Conference on Model-Driven Engineering and Software Development - MODELSWARD; ISBN 978-989-758-400-8; ISSN 2184-4348, SciTePress, pages 76-83. DOI: 10.5220/0009168200760083

@conference{modelsward20,
author={Karima Berramla. and El Abbassia Deba. and Jiechen Wu. and Houari Sahraoui. and Abou El Hassen Benyamina.},
title={Model Transformation by Example with Statistical Machine Translation},
booktitle={Proceedings of the 8th International Conference on Model-Driven Engineering and Software Development - MODELSWARD},
year={2020},
pages={76-83},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0009168200760083},
isbn={978-989-758-400-8},
issn={2184-4348},
}

TY - CONF

JO - Proceedings of the 8th International Conference on Model-Driven Engineering and Software Development - MODELSWARD
TI - Model Transformation by Example with Statistical Machine Translation
SN - 978-989-758-400-8
IS - 2184-4348
AU - Berramla, K.
AU - Deba, E.
AU - Wu, J.
AU - Sahraoui, H.
AU - Benyamina, A.
PY - 2020
SP - 76
EP - 83
DO - 10.5220/0009168200760083
PB - SciTePress