TY - GEN
T1 - Integration of the dual approaches in the distributional learning of context-free grammars
AU - Yoshinaka, Ryo
PY - 2012/3/12
Y1 - 2012/3/12
N2 - Recently several "distributional learning algorithms" have been proposed and have made great success in learning different subclasses of context-free grammars. The distributional learning models and exploits the relation between strings and contexts that form grammatical sentences in the language of the learning target. There are two main approaches. One, which we call primal, constructs nonterminals whose language is supposed to be characterized by strings. The other, which we call dual, uses contexts to characterize the language of each nonterminal of the conjecture grammar. This paper shows how those opposite approaches are integrated into single learning algorithms that learn quite rich classes of context-free grammars.
AB - Recently several "distributional learning algorithms" have been proposed and have made great success in learning different subclasses of context-free grammars. The distributional learning models and exploits the relation between strings and contexts that form grammatical sentences in the language of the learning target. There are two main approaches. One, which we call primal, constructs nonterminals whose language is supposed to be characterized by strings. The other, which we call dual, uses contexts to characterize the language of each nonterminal of the conjecture grammar. This paper shows how those opposite approaches are integrated into single learning algorithms that learn quite rich classes of context-free grammars.
UR - http://www.scopus.com/inward/record.url?scp=84857853456&partnerID=8YFLogxK
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U2 - 10.1007/978-3-642-28332-1_46
DO - 10.1007/978-3-642-28332-1_46
M3 - Conference contribution
AN - SCOPUS:84857853456
SN - 9783642283314
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 538
EP - 550
BT - Language and Automata Theory and Applications - 6th International Conference, LATA 2012, Proceedings
T2 - 6th International Conference on Language and Automata Theory and Applications, LATA 2012
Y2 - 5 March 2012 through 9 March 2012
ER -