Office: 204C Cockins Hall
Tel.: 292-8110
E-mail:
Prem Goel
OFFICE HOURS: Tues, Thur 2:00PM-3:30PM, or BY APPOINTMENT.
1) Presentation Slides for are now posted on this site.
2) The project presentations and Final Report are due by Noon, Monday, June 6, by so that I can post them in time for presentations on Tuesday, June 7th, 9:30AM-11:30AM.
● SYLLABUS
● READING MATERIAL:
1) ERRATA for 4th Printing of the text by Hastie, Tibshirani and Friedman
2) Dawning of the age of Stochasticity, By David Mumford
3) Model Assessment via Cross Validation: Hold-Out Vs. Leave-One-Out, By D. Hawkins et al
4) Recursive Partitioning and Simulated Annealing, By Verducci et al
5) Models and metrics for handwriten digit recognition, By T. Hastie and P. Simard
● LECTURE SLIDES:
1) Intro to Data Mining and Statisical Learning
2) Supervised Learning Overview
5) Basis Expansions and Regularization
6) Kernel Methods for Local Smoothing
7) Model Assessment and Selection
8) Support Vector Machines and Flexible Discriminant Analysis
9) Additive Models, RP Trees and PRIM
10) MARS and HME
11) Boosting Methods and Learning Ensembles
12) Prototype Methods and Nearest Neighbors
13) Cluster Analysis
● PROJECTS RELATED INFO:
1) LINKS FOR MACHINE LEARNING DATA BASES and SOFTWARE CODE SOURCES
2) Project-Preliminary Report (EXAMPLE 1)
3) Project-Preliminary Report (EXAMPLE 2)
4) Project-Preliminary Report (EXAMPLE 3)
5) Project-Preliminary Report (EXAMPLE 4)
6) Classification for Functional Data(Presentation-Example 1)
7) Character Recognition(Presentation-Example 2)
8) Credit Card Approval(Presentation-Example 3)
9) Statistical Learning for DNA(Presentation-Example 4)
10) Diabetes Among Pima Indian Women(Presentation-Example 5)
11) Subspace Methods in Face Recognition(Presentation-Example 6)
● SPRING 05 PROJECTS PRESENTATION
1) Project 1 Presentation By Roxana Alexanderidis
2) Project 2 Presentation By Zhuojun Jiang
3) Project 3 Presentation By Victor Guerroro and Bernhard Renard
4) Project 4 Presentation By Chao Wang and Shang Zhao
5) Project 5 Presentation By David Wheeler and Brady Brady