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

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

Abney, Steven

 
9780367388638: Semisupervised Learning for Computational Linguistics (Chapman & Hall/CRC Computer Science & Data Analysis)

Sinopsis

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.

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Abney, Steven

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9781584885597: Semisupervised Learning for Computational Linguistics (Chapman & Hall/CRC Computer Science & Data Analysis)

Edición Destacada

ISBN 10:  1584885599 ISBN 13:  9781584885597
Editorial: Chapman and Hall/CRC, 2019
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