Data Mining the Web: Uncovering Patterns in Web Content, Structure, and Usage

Copyright © 2007 John Wiley & Sons, Inc.

Data Mining the Web: Uncovering Patterns in Web Content, Structure, and Usage

Author(s): Zdravko Markov, Daniel T. Larose

Published Online: 17 JUL 2006

Print ISBN: 9780471666554

Online ISBN: 9780470108093

DOI: 10.1002/0470108096

About this Book

Product Information

About The Product

This book introduces the reader to methods of data mining on the web, including uncovering patterns in web content (classification, clustering, language processing), structure (graphs, hubs, metrics), and usage (modeling, sequence analysis, performance).

Table of contents

    1. You have free access to this content
      Frontmatter (pages i–xvi)

  2. Part I: Web Structure Mining

    1. You have free access to this content
      Part Introduction (page 1)

    2. Chapter 1

      Information Retrieval and Web Search (pages 3–46)

    3. Chapter 2

      Hyperlink-Based Ranking (pages 47–58)

  3. Part II: Web Content Mining

    1. You have free access to this content
      Part Introduction (page 59)

    2. Chapter 3

      Clustering (pages 61–88)

    3. Chapter 4

      Evaluating Clustering (pages 89–114)

    4. Chapter 5

      Classification (pages 115–139)

  4. Part III: Web Usage Mining

    1. You have free access to this content
      Part Introduction (page 141)

    2. Chapter 6

      Introduction to Web Usage Mining (pages 143–155)

    3. Chapter 7

      Preprocessing for Web Usage Mining (pages 156–176)

    4. Chapter 8

      Exploratory Data Analysis for Web Usage Mining (pages 177–190)

    5. Chapter 9

      Modeling for Web Usage Mining: Clustering, Association, and Classification (pages 191–212)

    1. You have free access to this content
      Index (pages 213–218)

SEARCH