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Lecture Slides

by Kuiyu Chang last modified Aug 25, 2008 03:23 PM

The following lecture slides are derived primarily from Tan/Steinbach/Kumar's slides available @ http://www-users.cs.umn.edu/~kumar/dmbook/index.php, and from other secondary sources.

File Lecture 01 by Kuiyu Chang — last modified Aug 25, 2008 07:23 AM
Introduction
File Lecture 02 (updated 2007.08.22) by Kuiyu Chang — last modified Aug 25, 2008 07:23 AM
Data - pp 56 error fixed - pp 60 added analogy
File Lecture 03 by Kuiyu Chang — last modified Aug 25, 2008 07:23 AM
Data Exploration Minor changes, added 1 example on percentile
File Lecture 04 by Kuiyu Chang — last modified Aug 25, 2008 07:23 AM
Overview of Predictive Learning & Function Approximation adapted from Friedman's 1994 paper of the same name.
File Lecture 05 by Kuiyu Chang — last modified Aug 25, 2008 07:23 AM
Decision Trees & Classification Issues
Link Lab 1 Material by Kuiyu Chang — last modified Aug 25, 2008 07:23 AM
Download this 150+ page booklet on "Getting Started with SAS Enterprise Miner". We will be using this for our Labs.
File Lecture 06 by Kuiyu Chang — last modified Aug 25, 2008 07:23 AM
Alternative Classification Techniques
File Lecture 07 by Kuiyu Chang — last modified Aug 25, 2008 07:23 AM
Clustering
File Lab 2 Material by Kuiyu Chang — last modified Aug 25, 2008 07:24 AM
This is file containing the two SAS excercises on Clustering and Association Rules, to be done on the night (6:30 - 9:30) of 2007.10.30 (Tuesday)!!
File Lecture 08 by Kuiyu Chang — last modified Aug 25, 2008 07:24 AM
Advanced Clustering & Anomaly Detection
File Lecture 09 by Kuiyu Chang — last modified Aug 25, 2008 07:24 AM
Association Rules.
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