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Connectionist, statistical, and symbolic approaches to learning for natural language processing

Author: Ellen Riloff; Gabriele Scheler
Publisher: Berlin ; New York : Springer, ©1996.
Series: Lecture notes in computer science, 1040.; Lecture notes in computer science., Lecture notes in artificial intelligence.
Edition/Format:   Print book : EnglishView all editions and formats
Summary:
"This book is based on the workshop on New Approaches to Learning for Natural Language Processing, held in conjunction with the International Joint Conference on Artificial Intelligence, IJCAI'95, in Montreal, Canada in August 1995. Most of the 32 papers included in the book are revised selected workshop presentations; some papers were individually solicited from members of the workshop program committee to give the  Read more...
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Material Type: Internet resource
Document Type: Book, Internet Resource
All Authors / Contributors: Ellen Riloff; Gabriele Scheler
ISBN: 3540609253 9783540609254
OCLC Number: 34245685
Description: ix, 468 pages : illustrations ; 24 cm.
Contents: Learning approaches for natural language processing / S. Wermter, E. Riloff and G. Scheler --
Separating learning and representation / N.E. Sharkey and A.J.C. Sharkey --
Natural language grammatical inference: a comparison of recurrent neural networks and machine learning methods / S. Lawrence, S. Fong and C.L. Giles --
Extracting rules for grammar recognition from Cascade-2 networks / R. Hayward, A. Tickle and J. Diederich --
Generating English plural determiners from semantic representations: a neural network learning approach / G. Scheler --
Knowledge acquisition in concept and document spaces by using self-organizing neural networks / W. Winiwarter, E. Schweighofer and D. Merkl --
Using hybrid connectionist learning for speech/language analysis / V. Weber and S. Wermter --
SKOPE: A connectionist/symbolic architecture of spoken Korean processing / G. Lee and J.-H. Lee.
Series Title: Lecture notes in computer science, 1040.; Lecture notes in computer science., Lecture notes in artificial intelligence.
Responsibility: Stefan Wermter, Ellen Riloff, Gabriele Scheler, (eds.).
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IJCAI '95 Workshop, Montreal, Canada, August 21, 1995 Proceedings.  Read more...

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