Introduction to Data Mining; Overview of Web Mining
Why Data Mining
What Is Data Mining
Sources of Data
Data Mining: What Kind of Data?
The Knowledge Discovery Process
Steps in the KDD Process
The KDD Process in Practice
What Can Data Mining Do
Classification
Estimation
Prediction
Affinity Grouping
Clustering
Characterization & Discrimination
Finding Interesting Patterns
Issues in Data Mining
Some Applications of Data mining
Motivation for Web Mining
WWW and Web Mining
Goals of Web Mining
Web Mining Taxonomy
Web Content Mining
Web Structure Mining
Web Usage Mining
Applications of Web Usage Mining
What’s in a Typical Server Log?
Existing Web Log Analysis Tools
Typical Data Mining Techniques on Web Transactions
Other Data Mining Techniques
Path and Usage Pattern Discovery
Web Usage Mining Process
Some Data Abstractions
Problems in Identifying User Sessions and Transactions
Usage Data Preprocessing
Course Project
Email: mobasher@cs.depaul.edu
Home Page: http://maya.cs.depaul.edu/~mobasher/classes/cs589
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