A Tutorial
on
Evolutionary Data Mining
SIG Data Mining of Korea Management Science Society
October 15, 1998
Kookje Building, Seoul
Speaker
Byoung-Tak Zhang
, Dept. of Computer Engineering, Seoul National University
Tutorial Outline
Introduction
Paradigms for Artificial Intelligence
AI, Learning, and Discovery
Discovery and Evolution
Evolutionary Computation (EC)
Concepts and Overview
Variants of Evolutionary Algorithms
A Canonical Evolutionary Algorithm
Theory of EAs
Genetic Programming (GP)
GP Theory for Machine Discovery
Data Mining
Knowledge Discovery Process
KDD Applications
Data Mining Tasks
Data Mining Techniques
Evolutionary Data Mining
Three Case Studies
Feature Induction by EC
Rule Discovery by EC
Query Generation by EC
Further Information
Web Sites
Texts
Conferences
Journals
References
For inquiries, please e-mail to Byoung-Tak Zhang at
btzhang@scai.snu.ac.kr
.
Byoung-Tak Zhang's Home
SCAI Lab
Dept. of Computer Engineering