Modeling and Reasoning with Bayesian Networks

Couverture
Cambridge University Press, 6 avr. 2009 - 548 pages
This book provides a thorough introduction to the formal foundations and practical applications of Bayesian networks. It provides an extensive discussion of techniques for building Bayesian networks that model real-world situations, including techniques for synthesizing models from design, learning models from data, and debugging models using sensitivity analysis. It also treats exact and approximate inference algorithms at both theoretical and practical levels. The author assumes very little background on the covered subjects, supplying in-depth discussions for theoretically inclined readers and enough practical details to provide an algorithmic cookbook for the system developer.
 

Avis des internautes - Rédiger un commentaire

Aucun commentaire n'a été trouvé aux emplacements habituels.

Table des matières

9780521884389c01_p0112
1
9780521884389c02_p1326
13
9780521884389c03_p2752
27
9780521884389c04_p5375
53
9780521884389c05_p76125
76
9780521884389c06_p126151
126
9780521884389c07_p152177
152
9780521884389c08_p178201
178
9780521884389c14_p340377
340
9780521884389c15_p378416
378
9780521884389c16_p417438
417
9780521884389c17_p439476
439
9780521884389c18_p477514
477
9780521884389apxA_p515516
515
9780521884389apxB_p517519
517
9780521884389apxC_p520522
520

9780521884389c09_p202242
202
9780521884389c10_p243269
243
9780521884389c11_p270286
270
9780521884389c12_p287312
287
9780521884389c13_p313339
313
9780521884389apxD_p523526
523
9780521884389bib_p527540
527
9780521884389ind_p541548
541
Droits d'auteur

Autres éditions - Tout afficher

Expressions et termes fréquents

À propos de l'auteur (2009)

Adnan Darwiche is a Professor in the Department of Computer Science at the University of California, Los Angeles.

Informations bibliographiques