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Learning nominal automata

Moerman, J; Sammartino, M; Silva, A; Klin, B; Szynwelski, M; (2017) Learning nominal automata. In: Castagna, Giuseppe and Gordon, Andrew D., (eds.) Proceedings of the 44th ACM SIGPLAN Symposium on Principles of Programming Languages - POPL 2017. (pp. pp. 613-625). ACM: Paris, France. Green open access

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Abstract

We present an Angluin-style algorithm to learn nominal automata, which are acceptors of languages over infinite (structured) alphabets. The abstract approach we take allows us to seamlessly extend known variations of the algorithm to this new setting. In particular we can learn a subclass of nominal non-deterministic automata. An implementation using a recently developed Haskell library for nominal computation is provided for preliminary experiments.

Type: Proceedings paper
Title: Learning nominal automata
Event: ACM SIGPLAN Symposium on Principles of Programming Languages
Open access status: An open access version is available from UCL Discovery
DOI: 10.1145/3009837.3009879
Publisher version: https://doi.org/10.1145/3009837.3009879
Language: English
Additional information: This version is the author accepted manuscript. For information on re-use, please refer to the publisher’s terms and conditions.
Keywords: Active Learning, (Non)Deterministic Finite Automata, Nominal Automata, Functional Programming
UCL classification: UCL > Provost and Vice Provost Offices
UCL > Provost and Vice Provost Offices > UCL BEAMS
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science > Dept of Computer Science
URI: http://discovery.ucl.ac.uk/id/eprint/1523337
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