On learning context-free and context-sensitive languages

Boden, Mikael and Wiles, Janet (2002) On learning context-free and context-sensitive languages. IEEE Transactions on Neural Networks, 13 2: 491-493. doi:10.1109/72.991436

Author Boden, Mikael
Wiles, Janet
Title On learning context-free and context-sensitive languages
Journal name IEEE Transactions on Neural Networks   Check publisher's open access policy
ISSN 1045-9227
Publication date 2002-03-01
Sub-type Article (original research)
DOI 10.1109/72.991436
Volume 13
Issue 2
Start page 491
End page 493
Total pages 3
Editor J. Zurada
Place of publication Piscataway, N.J., U.S.A.
Publisher The Institute of Electrical and Electronics Engineers
Language eng
Subject C1
380305 Knowledge Representation and Machine Learning
780108 Behavioural and cognitive sciences
Abstract The long short-term memory (LSTM) is not the only neural network which learns a context sensitive language. Second-order sequential cascaded networks (SCNs) are able to induce means from a finite fragment of a context-sensitive language for processing strings outside the training set. The dynamical behavior of the SCN is qualitatively distinct from that observed in LSTM networks. Differences in performance and dynamics are discussed.
Keyword Computer Science, Artificial Intelligence
Computer Science, Hardware & Architecture
Computer Science, Theory & Methods
Engineering, Electrical & Electronic
recurrent neural network (RNN)
Q-Index Code C1

Document type: Journal Article
Sub-type: Article (original research)
Collections: Excellence in Research Australia (ERA) - Collection
School of Information Technology and Electrical Engineering Publications
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Citation counts: TR Web of Science Citation Count  Cited 12 times in Thomson Reuters Web of Science Article | Citations
Scopus Citation Count Cited 14 times in Scopus Article | Citations
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Created: Wed, 15 Aug 2007, 04:20:23 EST