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Authors: Sébastien Salva and Elliott Blot

Affiliation: LIMOS - UMR CNRS 6158, Clermont Auvergne University and France

Keyword(s): Model Learning, Passive Learning, Component-based Systems, Callable-EFSM.

Abstract: This paper addresses the problem of learning models of component-based systems. We focus on model learning approaches that generate state diagram models of software or systems. We present COnfECt, a method that supplements passive model learning approaches to generate models of component-based systems seen as black-boxes. We define the behaviours of components that call each other with Callable Extended FSMs (CEFSM). COnfECt tries to detect component behaviours from execution traces and generates systems of CEFSMs. To reach that purpose, COnfECt is based on the notions of trace analysis, event correlation, model similarity and data clustering. We describe the two main steps of COnfECt in the paper and show an example of integration with the passive model learning approach Gk-tail.

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Paper citation in several formats:
Salva, S. and Blot, E. (2018). COnfECt: An Approach to Learn Models of Component-based Systems. In Proceedings of the 13th International Conference on Software Technologies - ICSOFT; ISBN 978-989-758-320-9; ISSN 2184-2833, SciTePress, pages 264-271. DOI: 10.5220/0006848302980305

@conference{icsoft18,
author={Sébastien Salva. and Elliott Blot.},
title={COnfECt: An Approach to Learn Models of Component-based Systems},
booktitle={Proceedings of the 13th International Conference on Software Technologies - ICSOFT},
year={2018},
pages={264-271},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0006848302980305},
isbn={978-989-758-320-9},
issn={2184-2833},
}

TY - CONF

JO - Proceedings of the 13th International Conference on Software Technologies - ICSOFT
TI - COnfECt: An Approach to Learn Models of Component-based Systems
SN - 978-989-758-320-9
IS - 2184-2833
AU - Salva, S.
AU - Blot, E.
PY - 2018
SP - 264
EP - 271
DO - 10.5220/0006848302980305
PB - SciTePress