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When quoting this document, please refer to the following
DOI: 10.4230/LIPIcs.FSTTCS.2014.431
URN: urn:nbn:de:0030-drops-48614
URL: https://drops.dagstuhl.de/opus/volltexte/2014/4861/
Henzinger, Thomas A. ;
Otop, Jan ;
Samanta, Roopsha
Lipschitz Robustness of Finite-state Transducers
Abstract
We investigate the problem of checking if a finite-state transducer is robust to uncertainty in its input. Our notion of robustness is based on the analytic notion of Lipschitz continuity - a transducer is K-(Lipschitz) robust if the perturbation in its output is at most K times the perturbation in its input. We quantify input and output perturbation
using similarity functions. We show that K-robustness is undecidable even for deterministic transducers. We identify a class of functional transducers, which admits a polynomial time automata-theoretic decision procedure for K-robustness. This class includes Mealy machines and functional letter-to-letter transducers. We also study K-robustness of nondeterministic transducers. Since a nondeterministic transducer generates a set of output words for each input word, we quantify output perturbation using set-similarity functions. We show that K-robustness of nondeterministic transducers is undecidable, even for letter-to-letter transducers. We identify a class of set-similarity functions which admit decidable K-robustness of letter-to-letter transducers.
BibTeX - Entry
@InProceedings{henzinger_et_al:LIPIcs:2014:4861,
author = {Thomas A. Henzinger and Jan Otop and Roopsha Samanta},
title = {{Lipschitz Robustness of Finite-state Transducers}},
booktitle = {34th International Conference on Foundation of Software Technology and Theoretical Computer Science (FSTTCS 2014)},
pages = {431--443},
series = {Leibniz International Proceedings in Informatics (LIPIcs)},
ISBN = {978-3-939897-77-4},
ISSN = {1868-8969},
year = {2014},
volume = {29},
editor = {Venkatesh Raman and S. P. Suresh},
publisher = {Schloss Dagstuhl--Leibniz-Zentrum fuer Informatik},
address = {Dagstuhl, Germany},
URL = {http://drops.dagstuhl.de/opus/volltexte/2014/4861},
URN = {urn:nbn:de:0030-drops-48614},
doi = {10.4230/LIPIcs.FSTTCS.2014.431},
annote = {Keywords: Robustness, Transducers, Weighted Automata}
}
Keywords: |
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Robustness, Transducers, Weighted Automata |
Collection: |
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34th International Conference on Foundation of Software Technology and Theoretical Computer Science (FSTTCS 2014) |
Issue Date: |
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2014 |
Date of publication: |
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12.12.2014 |