TY - JOUR

T1 - Learning approximately regular languages with reversible languages

AU - Kobayashi, Satoshi

AU - Yokomori, Takashi

N1 - Funding Information:
We are grateful to the anonymous referees for valuable comments to improve the quality of this note. This work was supported in part by Grants-in-Aid for Scientific ResearchN o. 07780310( for the first author) and No. 07249201( for the second author) from the Ministry of Education, Science and Culture, Japan.

PY - 1997/3/15

Y1 - 1997/3/15

N2 - In this note, we consider the problem of learning approximately regular languages in the limit from positive data using the class of k-reversible languages. The class of k-reversible languages was introduced by Angluin (1982), and proved to be efficiently identifiable in the limit from positive data only. We show that Angluin's learning algorithm for the class of k-reversible languages can be readily adopted for the approximate identification of regular languages from positive data. Considering the negative result on the exact identifiability by Gold (1967), this approximation approach would be one of the best we could hope for learning the class of regular languages from positive data only.

AB - In this note, we consider the problem of learning approximately regular languages in the limit from positive data using the class of k-reversible languages. The class of k-reversible languages was introduced by Angluin (1982), and proved to be efficiently identifiable in the limit from positive data only. We show that Angluin's learning algorithm for the class of k-reversible languages can be readily adopted for the approximate identification of regular languages from positive data. Considering the negative result on the exact identifiability by Gold (1967), this approximation approach would be one of the best we could hope for learning the class of regular languages from positive data only.

KW - Approximate learning

KW - Computational learning theory

KW - Formal language theory

KW - Identification in the limit

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U2 - 10.1016/S0304-3975(96)00224-1

DO - 10.1016/S0304-3975(96)00224-1

M3 - Article

AN - SCOPUS:0031097569

SN - 0304-3975

VL - 174

SP - 251

EP - 257

JO - Theoretical Computer Science

JF - Theoretical Computer Science

IS - 1-2

ER -