CSCI-4390/6390 Data Mining

Fall 2008

Contact Information

Instructor: 

Mohammed J. Zaki

Office: 

Lally 307

Phone: 

 x6340

Email: 

zaki.AT_.cs._rpi_.edu

Class Hours:

Amos Eaton 216, MR 10:00-11:50am

Office Hours:

MR 12-1pm or by Appointment

Course Link from Fall07

Syllabus

Class Notes

Quizzes


Announcements

Class Topics

MONDAYS

THURSDAYS

Aug 25 – NO CLASS

Aug 28 – Data Mining Overview

Sep 1 – NO CLASS (labor day)

Sep 4 – Exploratory Data Analysis (EDA): Numeric Attributes

Sep 8 – EDA: Categorical Attributes

Sep 11 – EDA: High Dimensional Data

Sep 15 – EDA: Dimensionality Reduction

Sep 18 – EDA: PCA

Sep 22 – CS Day Lectures on Data Mining

Sep 25 – EDA: SVM

Sep 29 – EDA: SVM

Oct 2 – EXAM I

Oct 6– FPM: Itemset Mining

Oct 9 – FPM: Itemset Summaries

Oct 14 – (Tuesday) FPM: Sequence Mining

Oct 16 – FPM: Graph Mining

Oct 20 – CLUS: Partitional

Oct 23 – CLUS: Density-based

Oct 27 – CLUS: Spectral

Oct 30 – EXAM II

Nov 3 – CLUS: Subspace

Nov 6 – CLUS: Graph-based

Nov 10 – Classification (CLAS): Partition-based

Nov 13 – CLAS: Probabilistic

Nov 17 – CLAS: Linear Discriminant Analysis

Nov 20 – CLAS: Support Vector Machines

Nov 24 – Exam III

Nov 27 – NO CLASS (Thanksgiving Break)

Dec 1 – SVMs

Dec 4 – CLAS: Kernel Methods