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)