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

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

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
Precio: 190,00 EUR

Fecha de publicación en Infoling:7 de octubre de 2022