ISyE 7406 - Data Mining and Statistical Learning
Spring 2009, Monday & Wednesday 1:35-2:55 pm, IC207
INSTRUCTOR
Kwok Tsui
Office: Room 435, Groseclose Building
Phone: (404) 894-2311
E-mail:
mailto:ktsui@isye.gatech.edu
Office Hours: Monday & Wednesday 11:00-12:00 or by appointment
COURSE SYLLABUS
Syllabus
HANDOUTS
Introduction to Data Mining (Jan. 5)
Supervised and Unsupervised Learning (Jan. 7)
Linear Regression Models (Jan. 14)
Classification and Discriminant Analysis (Jan. 21)
Logistic_Regression (Jan. 28)
Model_Assessment_and_Selection (Feb. 2)
Tree-Based_Models (Feb. 4)
Artificial_Neural_Network (Feb. 18)
Bioinformatics_and_Other_DM_Applications (Feb. 18)
Splines (Feb. 18)
Support_Vector_Machines (Mar. 05)
Forecasting_and_Time_Series_Methods (Mar. 05)
Tsui_MTS_2006 (Mar. 05)
Clustering (Mar. 30)
Tsui_Activity_monitoring (Mar. 31)
Association_Rule (Mar. 31)
Tsui_DM_INFORMS_2007 (Apr. 01)
DM_Case_Studies_for_Students (Apr. 13)
SOURCES
Data file: hmeq (Jan. 7)
hw1_zip_test.zip (Jan. 21)
nbayes.r (Jan. 28)
Used_Car_Data_Key (Mar. 23)
7406_midterm_data_2004deville (Mar. 23)
HOMEWORKS AND SOLUTION
DM_Assignment_1 (Jan. 27)
DM_Assignment_2 (Feb. 4)
7406_Solution1 (Feb. 18)
HW2_1_test.r (Feb. 18)
DM_Assignment_3 (Feb. 23)
7406_Solution2 (Mar. 05)
7406_Solution3 (Mar. 24)