Semisupervised Learning for Computational Linguistics - Couverture rigide

Abney, Steven

Couverture rigide

ISBN 10 : 1584885599 ISBN 13 : 9781584885597

Editeur : Chapman and Hall/CRC, 2019

Synopsis

This book provides a broad, accessible treatment of the theory and linguistic applications of semisupervised methods. It presents a brief history of the field before moving on to discuss well-known natural language processing methods, such as self-training and co-training. It then centers on machine learning techniques, including the boundary-oriented methods of perceptrons, boosting, SVMs, and the null-category noise model. In addition, the book covers clustering, the EM algorithm, related generative methods, and agreement methods. It concludes with the graph-based method of label propagation as well as a detailed discussion of spectral methods.

A propos du livre

À propos de l?auteur

Abney, Steven

Détails de l'édition

• Éditeur: Chapman and Hall/CRC
• Date d'édition: 2019
• Langue: anglais
• ISBN 10: 1584885599
• ISBN 13: 9781584885597
• Reliure: Relié
• Numéro d'édition: 1
• Nombre de pages: 322
• Coordonnées du fabricant: CRC Press; https://www.routledge-ny.com; ; 6000 BROKEN SOUND PARKWAY, NW SUITE 300; BOCA RATON; FL; 33487; Etats-Unis
• Personne responsable: non disponible