Variational Bayesian Learning Theory - Tapa blanda

Nakajima

9781107430761: Variational Bayesian Learning Theory

Tapa blanda

ISBN 10: 1107430763 ISBN 13: 9781107430761

Editorial: Cambridge University Press, 2025

Ver todas las copias de esta edici�n del ISBN

2 Usado

De EUR 52,82

18 Nuevo

De EUR 46,74

Variational Bayesian learning is one of the most popular methods in machine learning. Designed for researchers and graduate students in machine learning, this book summarizes recent developments in the non-asymptotic and asymptotic theory of variational Bayesian learning and suggests how this theory can be applied in practice. The authors begin by developing a basic framework with a focus on conjugacy, which enables the reader to derive tractable algorithms. Next, it summarizes non-asymptotic theory, which, although limited in application to bilinear models, precisely describes the behavior of the variational Bayesian solution and reveals its sparsity inducing mechanism. Finally, the text summarizes asymptotic theory, which reveals phase transition phenomena depending on the prior setting, thus providing suggestions on how to set hyperparameters for particular purposes. Detailed derivations allow readers to follow along without prior knowledge of the mathematical techniques specific to Bayesian learning.

"Sinopsis" puede pertenecer a otra edici�n de este libro.

Acerca de los autores

Shinichi Nakajima is a senior researcher at Technische Universit�t Berlin. His research interests include the theory and applications of machine learning, and he has published papers at numerous conferences and in journals such as the Journal of Machine Learning Research, the Machine Learning Journal, Neural Computation, and IEEE Transactions on Signal Processing. He currently serves as an area chair for NIPS and an action Editor for Digital Signal Processing.

Kazuho Watanabe is a lecturer at Toyohashi University of Technology. His research interests include statistical machine learning and information theory, and he has published papers at numerous conferences and in journals such as the Journal of Machine Learning Research, the Machine Learning Journal, IEEE Transactions on Information Theory, and IEEE Transactions on Neural Networks and Learning Systems.

Masashi Sugiyama is Director of the RIKEN Center for Advanced Intelligence Project and Professor of Complexity Science and Engineering at the University of Tokyo. His research interests include the theory, algorithms, and applications of machine learning. He has written several books on machine learning, including Density Ratio Estimation in Machine Learning (Cambridge, 2012). He served as program co-chair and general co-chair of the NIPS conference in 2015 and 2016, respectively, and received the Japan Academy Medal in 2017.

"Sobre este t�tulo" puede pertenecer a otra edici�n de este libro.

Editorial: Cambridge University Press
A�o de publicaci�n: 2025
Idioma: Ingl�s
ISBN 10: 1107430763
ISBN 13: 9781107430761
Encuadernaci�n: Tapa blanda
N�mero de p�ginas: 560
Contacto del fabricante: no disponible
Persona responsable: Avery
https://www.avery.fr/

chemin des peupliers 27
Dardilly
Francia

Comprar usado

Condici�n: Como Nuevo

Unread book in perfect condition...

Ver este art�culo

EUR 52,82

Convertir moneda

EUR 2,27 gastos de env�o en Estados Unidos de America

Destinos, gastos y plazos de env�o

A�adir al carrito

Comprar nuevo

Ver este art�culo

EUR 46,74

Convertir moneda

EUR 2,27 gastos de env�o en Estados Unidos de America

Destinos, gastos y plazos de env�o

A�adir al carrito

Otras ediciones populares con el mismo t�tulo

9781107076150: Variational Bayesian Learning Theory

Edici�n Destacada

ISBN 10: 1107076153 ISBN 13: 9781107076150
Editorial: Cambridge University Press, 2019
Tapa dura

Resultados de la b�squeda para Variational Bayesian Learning Theory

Imagen del vendedor

Variational Bayesian Learning Theory

Nakajima, Shinichi; Watanabe, Kazuho; Sugiyama, Masashi

Publicado por Cambridge University Press, 2025

ISBN 10: 1107430763 ISBN 13: 9781107430761

Nuevo Tapa blanda

Librería: GreatBookPrices, Columbia, MD, Estados Unidos de America

Calificaci�n del vendedor: 5 de 5 estrellas

Condici�n: New. N� de ref. del art�culo: 48407249-n

Contactar al vendedor

Comprar nuevo

EUR 46,74

Convertir moneda

Gastos de env�o: EUR 2,27

A Estados Unidos de America

Destinos, gastos y plazos de env�o

Cantidad disponible: M�s de 20 disponibles

A�adir al carrito

Imagen del vendedor

Variational Bayesian Learning Theory (Paperback or Softback)

Nakajima, Shinichi

Publicado por Cambridge University Press 2/6/2025, 2025

ISBN 10: 1107430763 ISBN 13: 9781107430761

Nuevo Paperback or Softback

Librería: BargainBookStores, Grand Rapids, MI, Estados Unidos de America

Calificaci�n del vendedor: 4 de 5 estrellas

Paperback or Softback. Condici�n: New. Variational Bayesian Learning Theory. Book. N� de ref. del art�culo: BBS-9781107430761

Contactar al vendedor

Comprar nuevo

EUR 49,09

Convertir moneda

Gastos de env�o: GRATIS

A Estados Unidos de America

Destinos, gastos y plazos de env�o

Cantidad disponible: 5 disponibles

A�adir al carrito

Imagen de archivo

Variational Bayesian Learning Theory

Nakajima

Publicado por Cambridge University Press, 2025

ISBN 10: 1107430763 ISBN 13: 9781107430761

Nuevo Tapa blanda

Librería: California Books, Miami, FL, Estados Unidos de America

Calificaci�n del vendedor: 5 de 5 estrellas

Condici�n: New. N� de ref. del art�culo: I-9781107430761

Contactar al vendedor

Comprar nuevo

EUR 52,25

Convertir moneda

Gastos de env�o: GRATIS

A Estados Unidos de America

Destinos, gastos y plazos de env�o

Cantidad disponible: M�s de 20 disponibles

A�adir al carrito

Imagen del vendedor

Variational Bayesian Learning Theory

Nakajima, Shinichi; Watanabe, Kazuho; Sugiyama, Masashi

Publicado por Cambridge University Press, 2025

ISBN 10: 1107430763 ISBN 13: 9781107430761

Antiguo o usado Tapa blanda

Librería: GreatBookPrices, Columbia, MD, Estados Unidos de America

Calificaci�n del vendedor: 5 de 5 estrellas

Condici�n: As New. Unread book in perfect condition. N� de ref. del art�culo: 48407249

Contactar al vendedor

Comprar usado

EUR 52,82

Convertir moneda

Gastos de env�o: EUR 2,27

A Estados Unidos de America

Destinos, gastos y plazos de env�o

Cantidad disponible: M�s de 20 disponibles

A�adir al carrito

Imagen de archivo

Variational Bayesian Learning Theory (Paperback)

Shinichi Nakajima

Publicado por Cambridge University Press, Cambridge, 2025

ISBN 10: 1107430763 ISBN 13: 9781107430761

Nuevo Paperback

Librería: Grand Eagle Retail, Mason, OH, Estados Unidos de America

Calificaci�n del vendedor: 5 de 5 estrellas

Paperback. Condici�n: new. Paperback. Variational Bayesian learning is one of the most popular methods in machine learning. Designed for researchers and graduate students in machine learning, this book summarizes recent developments in the non-asymptotic and asymptotic theory of variational Bayesian learning and suggests how this theory can be applied in practice. The authors begin by developing a basic framework with a focus on conjugacy, which enables the reader to derive tractable algorithms. Next, it summarizes non-asymptotic theory, which, although limited in application to bilinear models, precisely describes the behavior of the variational Bayesian solution and reveals its sparsity inducing mechanism. Finally, the text summarizes asymptotic theory, which reveals phase transition phenomena depending on the prior setting, thus providing suggestions on how to set hyperparameters for particular purposes. Detailed derivations allow readers to follow along without prior knowledge of the mathematical techniques specific to Bayesian learning. Designed for researchers and graduate students in machine learning, this book introduces the theory of variational Bayesian learning, a popular machine learning method, and suggests how to make use of it in practice. Detailed derivations allow readers to follow along without prior knowledge of the specific mathematical techniques. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. N� de ref. del art�culo: 9781107430761

Contactar al vendedor