Theory and Use of the Em Algorithm - Couverture souple

Gupta, Maya R.; Chen, Yihua

 
9781601984302: Theory and Use of the Em Algorithm
Couverture souple
ISBN 10 : 1601984308 ISBN 13 : 9781601984302
Editeur : now publishers Inc, 2011

Synopsis

Theory and Use of the EM Algorithm introduces the expectation-maximization (EM) algorithm and provides an intuitive and mathematically rigorous understanding of this method. It describes in detail two of the most popular applications of EM: estimating Gaussian mixture models (GMMs), and estimating hidden Markov models (HMMs). It also covers the use of EM for learning an optimal mixture of fixed models, for estimating the parameters of a compound Dirichlet distribution, and for disentangling superimposed signals. It discusses problems that arise in practice with EM, and variants of the algorithm that help deal with these challenges.

Theory and Use of the EM Algorithm is designed to be useful to both the EM novice and the experienced EM user looking to better understand the method and its use.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Éditeur
now publishers Inc
Date d'édition
2011
Langue
anglais
ISBN 10 
1601984308
ISBN 13 
9781601984302
Reliure
Broché
Nombre de pages
88
Coordonnées du fabricant
non disponible
Personne responsable
non disponible