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14th IJCAI 1995: Montréal, Québec, Canada - Learning for Natural Language Processing
- Stefan Wermter, Ellen Riloff, Gabriele Scheler

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Connectionist, Statistical, and Symbolic Approaches to Learning for Natural Language Processing. Lecture Notes in Computer Science 1040, Springer 1996, ISBN 3-540-60925-3 - Stefan Wermter, Ellen Riloff, Gabriele Scheler

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Learning approaches for natural language processing. 1-16
Connectionist Networks and Hybrid Approaches
- Noel E. Sharkey, Amanda J. C. Sharkey:

Separating learning and representation. 17-32 - Steve Lawrence, Sandiway Fong, C. Lee Giles:

Natural language grammatical inference: a comparison of recurrent neural networks and machine learning methods. 33-47 - Ross Hayward, Alan B. Tickle, Joachim Diederich:

Extracting rules for grammar recognition from Cascade-2 networks. 48-60 - Gabriele Scheler

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Generating English plural determiners from semantic representations: a neural network learning approach. 61-74 - Werner Winiwarter, Erich Schweighofer, Dieter Merkl:

Knowledge acquisition in concept and document spaces by using self-organizing neural networks. 75-86 - Volker Weber, Stefan Wermter:

Using hybrid connectionist learning for speech/language analysis. 87-101 - Gary Geunbae Lee, Jong-Hyeok Lee:

SKOPE: A connectionist/symbolic architecture of spoken Korean processing. 102-116 - Petra Geutner, Bernhard Suhm, Finn Dag Buø, Thomas Kemp, Laura Mayfield, Arthur E. McNair, Ivica Rogina, Tanja Schultz, Tilo Sloboda, Wayne H. Ward, Monika Woszczyna, Alex Waibel:

Integrating different learning approaches into a multilingual spoken language translation system. 117-131 - Tony C. Smith, Ian H. Witten:

Learning language using genetic algorithms. 132-145
Statistical Approaches
- Murat Ersan, Eugene Charniak:

A statistical syntactic disambiguation program and what it learns. 146-159 - Wide R. Hogenhout, Yuji Matsumoto:

Training stochastic grammars on semantical categories. 160-172 - Eva Wai-man Fong, Dekai Wu:

Learning restricted probabilistic link grammars. 173-187 - Alexander Franz:

Learning PP attachment from corpus statistics. 188-202 - Peter Grünwald:

A minimum description length approach to grammar inference. 203-216 - Marion Mast, Heinrich Niemann, Elmar Nöth, Ernst Günter Schukat-Talamazzini:

Automatic classification of dialog acts with semantic classification trees and polygrams. 217-229 - Sean P. Engelson, Ido Dagan:

Sample selection in natural language learning. 230-245
Symbolic Approaches
- Scott B. Huffman:

Learning information extraction patterns from examples. 246-260 - Peter M. Hastings:

Implications of an automatic lexical acquisition system. 261-274 - Ellen Riloff:

Using learned extraction patterns for text classification. 275-289 - Stephen Soderland, David Fisher, Jonathan Aseltine, Wendy G. Lehnert:

Issues in inductive learning of domain-specific text extraction rules. 290-301 - Chinatsu Aone, Scott W. Bennett:

Applying machine learning to anaphora resolution. 302-314 - Claire Cardie:

Embedded machine learning systems for natural language processing: a general framework. 315-328 - Takefumi Yamazaki, Michael J. Pazzani, Christopher J. Merz:

Acquiring and updating hierarchical knowledge for machine translation based on a clustering technique. 329-342 - Isabelle Moulinier, Jean-Gabriel Ganascia:

Applying an existing machine learning algorithm to text categorization. 343-354 - John M. Zelle, Raymond J. Mooney:

Comparative results on using inductive logic programming for corpus-based parser construction. 355-369 - Raymond J. Mooney, Mary Elaine Califf:

Learning the past tense of English verbs using inductive logic programming. 370-384 - Stefano Federici, Vito Pirrelli, François Yvon:

A dynamic approach to paradigm-driven analogy. 385-398 - Miles Osborne:

Can punctuation help learning? 399-412 - Aravind K. Joshi, Srinivas Bangalore:

Using parsed corpora for circumventing parsing. 413-424 - Christian Jacquemin:

A symbolic and surgical acquisition of terms through variation. 425-438 - Shigeo Kaneda, Hussein Almuallim, Yasuhiro Akiba, Megumi Ishii, Tsukasa Kawaoka:

A revision learner to acquire verb selection rules from human-made rules and examples. 439-452 - Udo Hahn, Manfred Klenner, Klemens Schnattinger:

Learning from texts - a terminological metareasoning perspective. 453-468

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