Graphical Models for Machine Learning and Digital Communication - Rilegato

Frey, Brendan J.

 
9780262062022: Graphical Models for Machine Learning and Digital Communication
Rilegato
ISBN 10: 026206202X ISBN 13: 9780262062022
Casa editrice: Bradford Books, 1998

Sinossi

A variety of problems in machine learning and digital communication deal with complex but structured natural or artificial systems. In this book, Brendan Frey uses graphical models as an overarching framework to describe and solve problems of pattern classification, unsupervised learning, data compression, and channel coding. Using probabilistic structures such as Bayesian belief networks and Markov random fields, he is able to describe the relationships between random variables in these systems and to apply graph-based inference techniques to develop new algorithms. Among the algorithms described are the wake-sleep algorithm for unsupervised learning, the iterative turbodecoding algorithm (currently the best error-correcting decoding algorithm), the bits-back coding method, the Markov chain Monte Carlo technique, and variational inference.

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Editore
Bradford Books
Data di pubblicazione
1998
Lingua
Inglese
ISBN 10 
026206202X
ISBN 13 
9780262062022
Rilegatura
Copertina rigida
Numero di pagine
195
Contatto del produttore
non disponibile
Persona responsabile
non disponibile