Mining Content and Structure on the Web

11/16/00


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Table of Contents

Mining Content and Structure on the Web

Web Mining Taxonomy

Web Mining Taxonomy

Web Mining Taxonomy

Mining Search Engine Results

Multi-Layer Warehousing of the Web (Han, et al, 1997-1998)

Multiple Layered Database Architecture

Construction of Multi-Layer Meta-Web

Citation Analysis in Information Retrieval

Co-citation analysis (From Garfield 98)

Co-citation analysis (From Garfield 98)

Discovery of Authoritative Pages

Hypertext Induced Topic Search

HITS Algorithm

HITS: Problems and Solutions

Modified HITS Algorithm

Agent-based Information Systems

Learning Interface Agents

Letizia: Autonomous Interface Agent (Lieberman 96)

WebWatcher

Another Example of Web Content Mining: WebACE (Mobasher, Boley, Gini, Han - 1998)

WebACE Architecture

Hypergraph-Based Clustering

Attaching Weights to Hyperedges

Selection of Good Partitions

What are the Transactions?

Experiments with WebACE

Feature Selection Criteria Used in the Experiments

Entropy Comparison of Algorithms

Document Clusters in AutoClass

Document Clusters in ARHP

Applying ARHP to S&P Stock Data

Clustering of S&P 500 Stock Data

Intelligent Web Assistant Agent (Mobasher, Lytinen 1999-2000)

Author: Bamshad Mobasher

Email: mobasher@cs.depaul.edu

Home Page: http://maya.cs.depaul.edu/~mobasher/classes/cs589

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