Bayesian Networks An Introduction

Koski, Timo & John Noble

ISBN 10: 0470743042 / ISBN 13: 9780470743041

Edité par Wiley, 2009

A propos de cet article

A tight and clean copy. Interior pages clean and unmarked. Photos upon request. International shipping billed at cost.; Large 8vo 9" - 10" tall; 368 pages. N° de réf. du vendeur 90279

Détails bibliographiques

Titre : Bayesian Networks An Introduction

Éditeur : Wiley

Date d'édition : 2009

Reliure : Hardcover

Etat : Very Good+

Etat de la jaquette : No Dust Jacket As Issued

Edition : First Edition Thus.

A propos de ce titre

Synopsis :

Book by Noble John Koski Timo

Quatrième de couverture:

Bayesian Networks: An Introduction provides a self–containedintroduction to the theory and applications of Bayesian networks, atopic of interest and importance for statisticians, computerscientists and those involved in modelling complex data sets. Thematerial has been extensively tested in classroom teaching andassumes a basic knowledge of probability, statistics andmathematics. All notions are carefully explained and featureexercises throughout.

Features include:

• An introduction to Dirichlet Distribution, Exponential Familiesand their applications.
• A detailed description of learning algorithms and ConditionalGaussian Distributions using Junction Tree methods.
• A discussion of Pearl′s intervention calculus, with anintroduction to the notion of see and do conditioning.
• All concepts are clearly defined and illustrated with examplesand exercises. Solutions are provided online.

This book will prove a valuable resource for postgraduatestudents of statistics, computer engineering, mathematics, datamining, artificial intelligence, and biology.
Researchers and users of comparable modelling or statisticaltechniques such as neural networks will also find this book ofinterest.