SALUS

Graphical Models, Exponential Families, and Variational Inference

Hoofdkenmerken

Auteur:	Wainwright, Martin J.;
Titel:	Graphical Models, Exponential Families, and Variational Inference
Uitgever:	now publishers Inc
ISBN:	9781601981844
Serie:	Foundations and TrendsÂ® in Machine Learning
Land van oorsprong:	United States
Prijs:	€ 120,33
Verschijningsdatum:	15-12-2008
Bericht:	Langere levertijd (2-3 weken)

Inhoudelijke kenmerken

Categorie:

Mathematical theory of computation

Technische kenmerken

Verschijningsvorm:	Paperback / softback
Paginas:	324
Hoogte mm.:	157
Breedte mm.:	234
Dikte mm.:	20
Gewicht gr.:	548

Inhoud:

Working with exponential family representations, and exploiting the conjugate duality between the cumulant function and the entropy for exponential families, this book develops general variational representations of the problems of computing likelihoods, marginal probabilities and most probable configurations.