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Semisupervised Learning for Computational Linguistics

Semisupervised Learning for Computational Linguistics

Steven Abney

120,23 €
IVA incluido
Disponible
Editorial:
Taylor & Francis Ltd
Año de edición:
2019
Materia
Informática: cuestiones generales
ISBN:
9780367388638
120,23 €
IVA incluido
Disponible

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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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Otros libros del autor

  • Semisupervised Learning for Computational Linguistics
    Steven Abney
    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, bo...