Abstract
We consider learning of graph languages (sets of graphs) which are generated by restricted regular node label controlled (for short RNLC) graph grammars. We show that for any restricted RNLC graph languages L, given the Parikh image of L, one can construct a restricted RNLC graph grammar G such that L(G)=L in polynomial time. We present an algorithm to construct a restricted RNLC graph grammar which generates an unknown restricted RNLC graph language using restricted superset queries and restricted subset queries. We also showed that for a fixed nonnegative integer t, this algorithm halts in polynomial time when the Parikh image of the unknown restricted RNLC graph languages has at most t-periods.
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References
IJ.J. Aalbersherg, A. Ehrenfeucht, and G. Rozenber, On the membership problem for regular DNLC grammars, Discrete Applied Mathematics 13:79–85 (1986).
D. Angluin, Learning regular sets from queries and counter examples, Information and Computation, 75 (1987), pp.87–106.
D. Angluin, Queries and concept learning, Machine Learning, 2 (1987), pp.319–342.
Angluin, D. and M. Kharitonov: When Won't Membership Queries Help? in Proc. of 23nd STOC, ACM, 1991, pp.444–454.
M. Bauderon, and B. Courcelle, Graph expressions and graph rewritings, Math. Systems Theory. 20:83–127 (1987).
F.J. Brandenburg and K. Skodinis, Edge-marking Graph Automata and Linear Graph Languages, unpublished manuscript (1994).
C. Domingo and J. Shawe-Taylor, Positive and Negative Results for Learning Minor Closed Graph Classes, unpublished manuscript (1995).
J.V. Leeuwen, Graph algorithms, in Handbook of theoretical computer science vol. A, (ed. J.V. Leeuwen), (1990), pp.527–631.
D. Janssens and G. Rozenberg, On the structure of node label controlled graph languages, Inform. Sci. 20:191–216 (1980).
G. Rozenberg and E. Welzl, Boundary NLC graph grammars — basic definitions, normal forms, and complexity, Inform. Control 69:136–167 (1986).
Y. Takada, Learning semilinear sets from examples and via queries, Theoretical Computer Science 104 (1992), pp.207–233.
T. Uchida, T. Shoudai, and S. Miyano, Parallel Algorithms for Refutation Tree Problem on Formal Graph Systems, IEICE TRANS. INF. & SYST., vol.E78-D, no.2 (1995), pp.99–112.
K. Yamazaki, A normal form problem for the unlabeled boundary NLC graph languages, Inform. Comput. 120:1–11 (1995).
K. Yamazaki and T. Yaku, A Pumping Lemma and Structure of Derivations in the Boundary NLC Graph Languages, Inform. Sci. 75:81–97(1993).
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© 1995 Springer-Verlag Berlin Heidelberg
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Tani, S., Yamazaki, K. (1995). Learning of restricted RNLC graph languages. In: Staples, J., Eades, P., Katoh, N., Moffat, A. (eds) Algorithms and Computations. ISAAC 1995. Lecture Notes in Computer Science, vol 1004. Springer, Berlin, Heidelberg. https://doi.org/10.1007/BFb0015421
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DOI: https://doi.org/10.1007/BFb0015421
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