New Methods In Language Processing

Couverture
D. B. Jones, H. Somers
Routledge, 5 nov. 2013 - 370 pages
Studies in Computational Linguistics presents authoritative texts from an international team of leading computational linguists. The books range from the senior undergraduate textbook to the research level monograph and provide a showcase for a broad range of recent developments in the field. The series should be interesting reading for researchers and students alike involved at this interface of linguistics and computing.
 

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Table des matières

2 Analogy computation and linguistic theory Stefano Federici and Vito Pirrelli
16
an analogybased approach to parsing grammatical relations Simonetta Montemagni Stefano Federici and Vito Pirrelli
35
Connectionist methods
53
5 Recurrent neural networks and natural language processing Hermann Moist
69
6 Learning the semantics of aspect Gabriele Scheler
83
7 Experiments in robust parsing with a Guided Propagation Network Per Westerlund Dominique Beroulé and Martine Roques
96
8 Learning semantic relationships and syntactic roles in a simple recurrent network Xinyu Wu Michael McTear and Piyush Ojha
113
Corpusbased methods
123
17 A naturallanguagetranslation neural network Nenad Koncar and Gregory Guthrie
219
18 Direct parsetree translation in cooperation with th e transfer method Yoshihiro Matsuo Satoshi Shirai Akio Yokoo and Satoru Ikehara
229
Statistical approaches
239
20 Automatic error detection in partofspeech tagging David Elworthy
256
21 A method of parsing English based on sentence form Jim Entwisle and Michael Groves
269
22 A new approach to center tracking Ruslan Mitkov
282
23 Structuring raw discourse Tadashi Nomoto and Yoshihiko Nitta
288
Hybrid approaches
299

10 A machine learning approach to anaphoric reference Dennis Connolly John D Burger and David S Day
133
11 Some methods for the extraction of bilingual terminology Éric Gaussier and KeanMarc Langé
145
12 Probabilistic partofspeech tagging us ing decision trees Helmut Schmid
154
13 A new direction for sublanguage NLP Satoshi Sekine
165
14 Efficient disambiguation by means of stochastic treesubstitution grammars Khalil Simaan
178
Examplebased Machine Translation
197
16 Corpusbased acquisition of transfer functions using psycholinguistic principles Patrick Juola
207
25 A stochastic GovernmentBinding parser Andrew Fordham and Matthew Crocker
318
26 Evolutionary algorithms for dialogue optimization as an example of ahybrid NLP system David J Nettleton and Roberto Garigliano
331
learning a wide covering grammar from a small trainingset Miles Osborne and Derek Bridge
344
Methodological issues
355
Index
367
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