Novedad bibliográfica

Infoling 10.14 (2022)
Título:The Oxford Handbook of Computational Linguistics, 2nd. ed
Autor/a:Mitkov, Ruslan
Año de publicación:2022
Lugar de edición:Oxford (Reino Unido)
Editorial:Oxford University Press
Descripción

Ruslan Mitkov's highly successful Oxford Handbook of Computational Linguistics has been substantially revised and expanded in this second edition. Alongside updated accounts of the topics covered in the first edition, it includes 17 new chapters on subjects such as semantic role-labelling, text-to-speech synthesis, translation technology, opinion mining and sentiment analysis, and the application of Natural Language Processing in educational and biomedical contexts, among many others.

The volume is divided into four parts that examine, respectively: the linguistic fundamentals of computational linguistics; the methods and resources used, such as statistical modelling, machine learning, and corpus annotation; key language processing tasks including text segmentation, anaphora resolution, and speech recognition; and the major applications of Natural Language Processing, from machine translation to author profiling. The book will be an essential reference for researchers and students in computational linguistics and Natural Language Processing, as well as those working in related industries.

Temática:Lingüística computacional
Índice

Preface
List of abbreviations
The contributors


Part I. Linguistic Fundamentals


1. Phonology, Steven Bird and Jeffrey Heinz

 

2. Morphology, Kemal Oflazer

 

3. Lexis, Patrick Hanks

 

4. Syntax, Ronald M. Kaplan

 

5.Semantics, David Beaver and Joey Frazee

 

6. Discourse, Massimo Poesio

 

7. Pragmatics, Christopher Potts

 

8. Dialogue, Raquel Fernández

 

Part II. Computational Fundamentals: Methods and Resources

 

9. Mathematical Foundations, Formal Grammars and Languages, Leonor Becerra-Bonache, Gemma Bel-Enguix, M. Dolores Jiménez-López, and Carlos Martín-Vide

 

10. Finite-State Technology, Mans Hulden

 

11. Statistical Methods: Fundamentals, Christer Samuelsson and Sanja Stajner

 

12. Statistical Models for Natural Language Processing, Kenneth Church

 

13. Machine Learning, Raymond J. Mooney

 

14. Word Representation, Omer Levy

 

15. Deep Learning, Kyunghyun Cho

 

16. Similarity, Rada Mihalcea and Samer Hassan

 

17. Evaluation, Rebecca Passonneau and Inderjeet Mani

 

18. Sublanguages and Controlled Languages, Richard I. Kittredge

 

19. Lexicography, Patrick Hanks

 

20. Corpora, Tony McEnery

 

21. Corpus Annotation, Eduard Hovy

 

22. Ontologies, Roberto Navigli

 

Part III. Language Processing Tasks

 

23. Text Segmentation, Andrei Mikheev

 

24. Part-of-Speech Tagging, Dan Tufis and Radu Ion

 

25. Parsing, John Carroll

 

26. Semantic Role Labelling, Martha Palmer, Sameer Pradhan, and Nianwen Xue

 

27. Word Sense Disambiguation, Eneko Agirre and Mark Stevenson

 

28. Computational Treatment of Multiword Expressions, Carlos Ramisch and Aline Villavicencio

 

29. Textual Entailment, Sebastian Padó and Ido Dagan

 

30. Anaphora Resolution, Ruslan Mitkov

 

31. Temporal Processing, Inderjeet Mani

 

32. Natural Language Generation, Michael Zock and John Bateman

 

33. Speech Recognition, Lori Lamel and Jean-Luc Gauvain

 

34. Text-to-Speech Synthesis, Thierry Dutoit and Yannis Stylianou

 

Part IV. Natural Language Processing Applications

 

35. Machine Translation, Lucia Specia and Yorick Wilks

 

36. Translation Technology, Lynne Bowker and Gloria Corpas Pastor

 

37. Information Retrieval, Qiaozhu Mei and Dragomir Radev

 

38. Information Extraction, Ralph Grishman

 

39. Question Answering, John M. Prager

 

40. Text Summarization, Eduard Hovy

 

41. Term Extraction, Ioannis Korkontzelos and Sophia Ananiadou

 

42. Web Text Mining, Ricardo Baeza-Yates, Roi Blanco, and Malú Castellanos

 

43. Opinion Mining and Sentiment Analysis, Eric Breck and Claire Cardie

 

44. Spoken Language Dialogue Systems, Robert Dale

 

45. Multimodal Systems, Elisabeth Andre and Jean-Claude Martin

 

46. Automated Writing Assistance, Robert Dale

 

47. Text Simplification, Horacio Saggion

 

48. Natural Language Processing for Biomedical Texts, Kevin B. Cohen

 

49. Author Profiling and Related Applications, Michael P. Oakes

 

50. Recent Natural Language Processing Applications, Constantin Orasan and Ruslan Mitkov

ColecciónOxford Handbooks
Formato:libro impreso
Págs.:1376
ISBN-13:9780199573691
Precio: 190,00 EUR


Fecha de publicación en Infoling:7 de octubre de 2022
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