Bayesian Speech and Language Processing

Name: Bayesian Speech and Language Processing
Brand: Cambridge University Press
SKU: 9781107055575
Price: 732.21 RON
Availability: InStock

Autor: Shinji Watanabe, Jen-Tzung Chien

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Legare: Copertă tare

Editura: Cambridge University Press

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732.21 lei

With this comprehensive guide you will learn how to apply Bayesian machine learning techniques syste...

Informații despre carte

Autor

Shinji Watanabe, Jen-Tzung Chien

Limbă

engleză

Legare

Carte - Copertă tare

Publicat

2015

Pagini

445

EAN

9781107055575

ISBN

1107055571

Enbook ID

09179395

Editura

Cambridge University Press

Greutate

1030

Dimensiuni

180 x 257 x 24

Descriere completă

With this comprehensive guide you will learn how to apply Bayesian machine learning techniques systematically to solve various problems in speech and language processing. A range of statistical models is detailed, from hidden Markov models to Gaussian mixture models, n-gram models and latent topic models, along with applications including automatic speech recognition, speaker verification, and information retrieval. Approximate Bayesian inferences based on MAP, Evidence, Asymptotic, VB, and MCMC approximations are provided as well as full derivations of calculations, useful notations, formulas, and rules. The authors address the difficulties of straightforward applications and provide detailed examples and case studies to demonstrate how you can successfully use practical Bayesian inference methods to improve the performance of information systems. This is an invaluable resource for students, researchers, and industry practitioners working in machine learning, signal processing, and speech and language processing.

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