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Semisupervised Learning for Computational Linguistics (Chapman & Hall/CRC Computer Science & Data Analysis) - Tapa dura

Libro 5 de 23: Chapman & Hall/CRC Computer Science & Data Analysis

Abney, Steven

 
9781584885597: Semisupervised Learning for Computational Linguistics (Chapman & Hall/CRC Computer Science & Data Analysis)
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ISBN 10: 1584885599 ISBN 13: 9781584885597
Editorial: Chapman and Hall/CRC, 2019

Sinopsis

The rapid advancement in the theoretical understanding of statistical and machine learning methods for semisupervised learning has made it difficult for nonspecialists to keep up to date in the field. Providing a broad, accessible treatment of the theory as well as linguistic applications, Semisupervised Learning for Computational Linguistics offers self-contained coverage of semisupervised methods that includes background material on supervised and unsupervised learning. The book presents a brief history of semisupervised learning and its place in the spectrum of learning methods 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, support vector machines (SVMs), and the null-category noise model. In addition, the book covers clustering, the expectation-maximization (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. Taking an intuitive approach to the material, this lucid book facilitates the application of semisupervised learning methods to natural language processing and provides the framework and motivation for a more systematic study of machine learning.

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Acerca del autor

Abney, Steven

"Sobre este título" puede pertenecer a otra edición de este libro.

Editorial
Chapman and Hall/CRC
Año de publicación
2019
Idioma
Inglés
ISBN 10 
1584885599
ISBN 13 
9781584885597
Encuadernación
Tapa dura
Número de edición
1
Número de páginas
322
Contacto del fabricante
Taylor and Francis, GPSR Taylor and Francis
gpsr@taylorandfrancis.com

Taylor & Francis Verlag GmbH, Kaufingerstraße 24
München
80331
Alemania