An efficient learning of context-free grammars from positive structural examples:
Abstract: "In this paper, we introduce a new normal form for context-free grammars, called reversible context-free grammars, for the problem of learning context-free grammars from positive-only examples. A context-free grammar G = (N, [sigma], P, S) is said to be reversible if (1) A [is convert...
Gespeichert in:
1. Verfasser: | |
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Format: | Buch |
Sprache: | English |
Veröffentlicht: |
Numazu, Japan
1989
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Schriftenreihe: | International Institute for Advanced Study of Social Information Science <Numazu>: Research report
93 |
Schlagworte: | |
Zusammenfassung: | Abstract: "In this paper, we introduce a new normal form for context-free grammars, called reversible context-free grammars, for the problem of learning context-free grammars from positive-only examples. A context-free grammar G = (N, [sigma], P, S) is said to be reversible if (1) A [is converted to] [alpha] and B [is converted to] [alpha] in P implies A = B and (2) A [is converted to] [alpha]B[beta] and A [is converted to] [alpha]C[beta] in P implies B = C. We show that the class of reversible context-free grammars is learnable from positive samples of structural descriptions and there exists an efficient algorithm to learn them from positive samples of structural descriptions, where a structural description of a context-free grammar is an unlabelled derivation tree of the grammar. This implies that if information on the structure of the grammar in the form of reversible is available to the learning algorithm, the full class of context-free languages can be learned efficiently from positive samples." |
Beschreibung: | 39 S. |
Internformat
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100 | 1 | |a Sakakibara, Yasubumi |e Verfasser |4 aut | |
245 | 1 | 0 | |a An efficient learning of context-free grammars from positive structural examples |c Yasubumi Sakakibara |
264 | 1 | |a Numazu, Japan |c 1989 | |
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490 | 1 | |a International Institute for Advanced Study of Social Information Science <Numazu>: Research report |v 93 | |
520 | 3 | |a Abstract: "In this paper, we introduce a new normal form for context-free grammars, called reversible context-free grammars, for the problem of learning context-free grammars from positive-only examples. A context-free grammar G = (N, [sigma], P, S) is said to be reversible if (1) A [is converted to] [alpha] and B [is converted to] [alpha] in P implies A = B and (2) A [is converted to] [alpha]B[beta] and A [is converted to] [alpha]C[beta] in P implies B = C. We show that the class of reversible context-free grammars is learnable from positive samples of structural descriptions and there exists an efficient algorithm to learn them from positive samples of structural descriptions, where a structural description of a context-free grammar is an unlabelled derivation tree of the grammar. This implies that if information on the structure of the grammar in the form of reversible is available to the learning algorithm, the full class of context-free languages can be learned efficiently from positive samples." | |
650 | 4 | |a Computational linguistics | |
650 | 4 | |a Context (Linguistics) | |
830 | 0 | |a International Institute for Advanced Study of Social Information Science <Numazu>: Research report |v 93 |w (DE-604)BV001896190 |9 93 | |
999 | |a oai:aleph.bib-bvb.de:BVB01-007181664 |
Datensatz im Suchindex
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author | Sakakibara, Yasubumi |
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id | DE-604.BV010753300 |
illustrated | Not Illustrated |
indexdate | 2024-07-09T17:58:19Z |
institution | BVB |
language | English |
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publishDate | 1989 |
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series | International Institute for Advanced Study of Social Information Science <Numazu>: Research report |
series2 | International Institute for Advanced Study of Social Information Science <Numazu>: Research report |
spelling | Sakakibara, Yasubumi Verfasser aut An efficient learning of context-free grammars from positive structural examples Yasubumi Sakakibara Numazu, Japan 1989 39 S. txt rdacontent n rdamedia nc rdacarrier International Institute for Advanced Study of Social Information Science <Numazu>: Research report 93 Abstract: "In this paper, we introduce a new normal form for context-free grammars, called reversible context-free grammars, for the problem of learning context-free grammars from positive-only examples. A context-free grammar G = (N, [sigma], P, S) is said to be reversible if (1) A [is converted to] [alpha] and B [is converted to] [alpha] in P implies A = B and (2) A [is converted to] [alpha]B[beta] and A [is converted to] [alpha]C[beta] in P implies B = C. We show that the class of reversible context-free grammars is learnable from positive samples of structural descriptions and there exists an efficient algorithm to learn them from positive samples of structural descriptions, where a structural description of a context-free grammar is an unlabelled derivation tree of the grammar. This implies that if information on the structure of the grammar in the form of reversible is available to the learning algorithm, the full class of context-free languages can be learned efficiently from positive samples." Computational linguistics Context (Linguistics) International Institute for Advanced Study of Social Information Science <Numazu>: Research report 93 (DE-604)BV001896190 93 |
spellingShingle | Sakakibara, Yasubumi An efficient learning of context-free grammars from positive structural examples International Institute for Advanced Study of Social Information Science <Numazu>: Research report Computational linguistics Context (Linguistics) |
title | An efficient learning of context-free grammars from positive structural examples |
title_auth | An efficient learning of context-free grammars from positive structural examples |
title_exact_search | An efficient learning of context-free grammars from positive structural examples |
title_full | An efficient learning of context-free grammars from positive structural examples Yasubumi Sakakibara |
title_fullStr | An efficient learning of context-free grammars from positive structural examples Yasubumi Sakakibara |
title_full_unstemmed | An efficient learning of context-free grammars from positive structural examples Yasubumi Sakakibara |
title_short | An efficient learning of context-free grammars from positive structural examples |
title_sort | an efficient learning of context free grammars from positive structural examples |
topic | Computational linguistics Context (Linguistics) |
topic_facet | Computational linguistics Context (Linguistics) |
volume_link | (DE-604)BV001896190 |
work_keys_str_mv | AT sakakibarayasubumi anefficientlearningofcontextfreegrammarsfrompositivestructuralexamples |