Linguistic Structure Prediction - Couverture souple

Smith, Noah A.

Couverture souple

ISBN 10 : 1608454053 ISBN 13 : 9781608454051

Editeur : Morgan & Claypool Publishers, 2011

Synopsis

A major part of natural language processing now depends on the use of text data to build linguistic analyzers. We consider statistical, computational approaches to modeling linguistic structure. We seek to unify across many approaches and many kinds of linguistic structures. Assuming a basic understanding of natural language processing and/or machine learning, we seek to bridge the gap between the two fields. Approaches to decoding (i.e., carrying out linguistic structure prediction) and supervised and unsupervised learning of models that predict discrete structures as outputs are the focus. We also survey natural language processing problems to which these methods are being applied, and we address related topics in probabilistic inference, optimization, and experimental methodology.

Table of Contents: Representations and Linguistic Data / Decoding: Making Predictions / Learning Structure from Annotated Data / Learning Structure from Incomplete Data / Beyond Decoding: Inference

A propos du livre

Table of Contents: Representations and Linguistic Data / Decoding: Making Predictions / Learning Structure from Annotated Data / Learning Structure from Incomplete Data / Beyond Decoding: Inference

Détails de l'édition

• Éditeur: Morgan & Claypool Publishers
• Date d'édition: 2011
• Langue: anglais
• ISBN 10: 1608454053
• ISBN 13: 9781608454051
• Reliure: Broché
• Nombre de pages: 268
• Coordonnées du fabricant: non disponible
• Personne responsable: non disponible