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Studies in Computational Intelligence

A Unifying Web Mining Approach

By: George Meghabghab, Abraham Kandel

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Hardcover | 24 April 2008

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Hardcover
292 Pages

Dimensions(cm)
23.5 x 15.88 x 1.91

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WEB MINING Link Analysis Search Engines User's Web Behavior HITS Algorithm Fuzzy Cognitive Map Radial Basis Function PageRank Algorithm Interior Point Method Fuzzy Bags Rgeression Models Rough Sets Information Theory Thisbookpresentsaspeci?cand uni?ed approach framework to three- jor components: Search Engines Performance, Link Analysis, and User's Web Behavior. TheexplosivegrowthandthewidespreadaccessibilityoftheWWW has led to a surge of research activity in the area of information retrieval on VI Preface the WWW. The three aspects of web mining follow the taxonomy of the above diagram: Link Analysis, Search engines, and User's web behavior are considered in the unifying approach. The book is organized in three sections as follows: 1. In section I of the book (chapters 2-4) we study Link Analysis within the hubs and authorities framework. Link Analysis is the science of hyperlink structures ranking, which are used to determine the relative authority of a Web page and produce improved algorithms for the ranking of Web search results. We use the HITS Algorithm developed by Kleinberg and we propose to study HITS in a 2-D new space: In-degree and Out Degree variables. After we categorize each web page into a speci?c toplogy we study the impact of each web topology on HITS in the new 2-D space. We describe why HITS does not fare well in almost all the di?erent topologies of web graphs. We also describe the PageRank Algorithm in this new 2-D space.

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You Can Find This Book In

Non-Fiction Computing & I.T.Computer Science Artificial Intelligence Mathematics Applied Mathematics Digital Lifestyle & Online World: Consumer & User Guides Internet Guides & Online Services Information Technology General Issue Engineering & Technology Technology in General Engineering in General

Computer Programming & Software Development Software Engineering Business Applications

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Paperback

Published: 28th October 2010

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Basic WWW Technologies	p. 1
Web Graphs	p. 23
Link Analysis of Web Graphs	p. 47
PageRank Algorithm Applied to Web Graphs	p. 69
Stochastic Simulations Of Search Engines	p. 83
Modeling Human Behavior on the Web	p. 105
References	p. 217
Graph Theory	p. 225
Interior Point Methods	p. 227
Regression Models	p. 235
Fuzzy Set Theory and Fuzzy Similarity Measures	p. 253
Information Theory	p. 261
Index	p. 267
Table of Contents provided by Blackwell. All Rights Reserved.

Studies in Computational Intelligence

A Unifying Web Mining Approach

At a Glance

Hardcover

Shipping

How to return your order

Defective items

You Can Find This Book In

Other Editions and Formats

Paperback

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