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Abstract
AALpy is an extensible open-source Python library providing efficient implementations of active automata learning algorithms for deterministic, non-deterministic, and stochastic systems. We put a special focus on the conformance testing aspect in active automata learning, as well as on an intuitive and seamlessly integrated interface for learning automata characterizing real-world reactive systems. In this article, we present AALpy’s core functionalities, illustrate its usage via examples, and evaluate its learning performance. Finally, we present selected case studies on learning models of various types of systems with AALpy.
Original language | English |
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Pages (from-to) | 417-426 |
Number of pages | 10 |
Journal | Innovations in Systems and Software Engineering |
Volume | 18 |
Issue number | 3 |
DOIs | |
Publication status | Published - Sept 2022 |
Keywords
- Active automata learning
- Model inference
- Testing
- Python
ASJC Scopus subject areas
- Theoretical Computer Science
- General Computer Science
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Dive into the research topics of 'AALpy: An active automata learning library'. Together they form a unique fingerprint.Projects
- 1 Finished
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Dependable Internet of Things
Boano, C. A. (Co-Investigator (CoI)), Kubin, G. (Co-Investigator (CoI)), Bloem, R. (Co-Investigator (CoI)), Horn, M. (Co-Investigator (CoI)), Pernkopf, F. (Co-Investigator (CoI)), Zakany, N. (Co-Investigator (CoI)), Mangard, S. (Co-Investigator (CoI)), Witrisal, K. (Co-Investigator (CoI)), Römer, K. U. (Co-Investigator (CoI)), Aichernig, B. (Co-Investigator (CoI)), Bösch, W. (Co-Investigator (CoI)), Baunach, M. C. (Co-Investigator (CoI)), Tappler, M. (Co-Investigator (CoI)), Malenko, M. (Co-Investigator (CoI)), Weiser, S. (Co-Investigator (CoI)), Eichlseder, M. (Co-Investigator (CoI)), Leitinger, E. (Co-Investigator (CoI)), Grosinger, J. (Co-Investigator (CoI)), Großwindhager, B. (Co-Investigator (CoI)), Ebrahimi, M. (Co-Investigator (CoI)), Alothman Alterkawi, A. B. (Co-Investigator (CoI)), Knoll, C. (Co-Investigator (CoI)), Teschl, R. (Co-Investigator (CoI)), Saukh, O. (Co-Investigator (CoI)), Rath, M. (Co-Investigator (CoI)), Steinberger, M. (Co-Investigator (CoI)), Steinbauer-Wagner, G. (Co-Investigator (CoI)) & Tranninger, M. (Co-Investigator (CoI))
1/01/16 → 31/03/22
Project: Research project