Modeling the Internet and the Web Probabilistic Methods and Algorithms

by Baldi, Pierre; Frasconi, Paolo; Smyth, Padhraic

• ISBN13: 9780470849064
• ISBN10: 0470849061
• Edition: 1st
• Format: Hardcover
• Copyright: 2003-07-07
• Publisher: WILEY

Summary

Modeling the Internet and the Web covers the most important aspects of modeling the Web using a modern mathematical and probabilistic treatment. It focuses on the information and application layers, as well as some of the emerging properties of the Internet.ï‚· Provides a comprehensive introduction to the modeling of the Internet and the Web at the information level. ï‚· Takes a modern approach based on mathematical, probabilistic, and graphical modeling. ï‚· Provides an integrated presentation of theory, examples, exercises and applications. ï‚· Covers key topics such as text analysis, link analysis, crawling techniques, human behaviour, and commerce on the Web.Interdisciplinary in nature, Modeling the Internet and the Web will be of interest to students and researchers from a variety of disciplines including computer science, machine learning, engineering, statistics, economics, business, and the social sciences."This book is fascinating!" - David Hand (Imperial College, UK)"This book provides an extremely useful introduction to the intellectually stimulating problems of data mining electronic business." - Andreas S. Weigend (Chief Scientist, Amazon.com)

Author Biography

Pierre Baldi: School of Information and Computer Science, University of California, Irvine, USA Paolo Frasconi: Department of Systems and Computer Science, University of Florence, Italy Padhraic Smyth: School of Information and Computer Science, University of California, Irvine, USA

Table of Contents

Preface.

1 Mathematical Background.

1.1 Probability and Learning from a Bayesian Perspective.

1.2 Parameter Estimation from Data.

1.3 Mixture Models and the Expectation Maximization Algorithm.

1.4 Graphical Models.

1.5 Classification.

1.6 Clusterin