Graphical Models: Representations for Learning, Reasoning and Data Mining, Second Edition
Copyright © 2009 John Wiley & Sons, Ltd
Author(s): Christian Borgelt, Matthias Steinbrecher, Rudolf Kruse
Published Online: 4 AUG 2009
Print ISBN: 9780470722107
Online ISBN: 9780470749555
About this Book
Graphical models are of increasing importance in applied statistics, and in particular in data mining. Providing a self-contained introduction and overview to learning relational, probabilistic, and possibilistic networks from data, this second edition of Graphical Models is thoroughly updated to include the latest research in this burgeoning field, including a new chapter on visualization. The text provides graduate students, and researchers with all the necessary background material, including modelling under uncertainty, decomposition of distributions, graphical representation of distributions, and applications relating to graphical models and problems for further research.