| Class |
Day |
Date |
Topic / Papers |
Due |
| 1 |
Tu |
08/24/1999 |
Data Mining Overview |
|
|
2 |
Th |
08/26/1999 |
Data Mining Overview
Fayyad, Piatetsky-Shapiro, and Smyth, "Knowledge Discovery and
Data Mining: Towards a Unifying Framework", KDD, 82-99, 1996
|
|
| 3 |
Tu |
08/31/1999 |
Association Rules
R. Agrawal, R. Srikant: "Fast Algorithms for Mining Association Rules",
Proc. of the 20th Int'l Conference on Very Large Databases, Santiago,
Chile, Sept. 1994 or
Fayyad, chapter 12 |
|
| 4 |
Th |
09/02/1999 |
Decision Trees
Mitchell, chapter 3 or
Russell and Norvig, 18.1 - 18.4 |
PRESENTATION
TOPIC |
| 5 |
Tu |
09/07/1999 |
Neural Networks
Lehr, Michael A., Rumelhardt, David E., and Widrow, Bernard. "The Basic
Ideas in Neural Networks." Communications of the ACM, 37, no. 3: 87 - 92
(go through UTA library page /
UTA machines) or
Russell and Norvig, 19.1 - 19.5 or
Mitchell, chapter 4 |
|
| ---- |
Wed |
09/08/1999 |
Census Date |
|
| 6 |
Th |
09/09/1999 |
Inductive Logic Programming
Quinlan and Cameron-Jones, "Induction of Logic Programs: FOIL and
Related Systems", New Generation Computing 13, 287-312, 1995 |
|
| 7 |
Tu |
09/14/1999 |
Bayesian Learning
Heckerman, "A Tutorial on Learning with Bayesian Networks",
Microsoft Technical Report MSR-TR-95-06, 1995 or
Fayyad, chapter 11 or
Mitchell, chapter 6 |
|
| 8 |
Th |
09/16/1999 |
Classification Reviewed
| |
| 9 |
Tu |
09/21/1999 |
Instance-Based Learning
Aha and Goldstone, "Concept learning and flexible weighting", Proceedings of
the Fourteenth Annual Conference of the Cognitive Science Society, 534-539,
1992 or
Mitchell, chapter 8 |
|
| 10 |
Th |
09/23/1999 |
Clustering
Cheeseman and Stutz, "Bayesian Classification (AutoClass): Theory and
Results", KDD, 1995 or
Fayyad, chapter 6 |
HW 1
HW 1 Sol
|
| 11 |
Tu |
09/28/1999 |
Data Preparation
Kohavi and Sommerfield, ``Feature Subset Selection Using the Wrapper Model:
Overfitting and Dynamic Search Space Topology'', KDD, 1995 |
|
| 12 |
Th |
09/30/1999 |
Presentation Day
Papers |
|
| 13 |
Tu |
10/05/1999 |
Class Cancelled |
|
| 14 |
Th |
10/07/1999 |
OLAP
Sarawagi, Agrawal, Megiddo, "Discovery-driven exploration of OLAP data
cubes", Proc. of the Sixth International Conference on Extending Database
Technology (EDBT), 1998 |
|
| 15 |
Tu |
10/12/1999 |
Text Mining
Lent, Agrawal, and Srikant, "Discovering Trends in Text Databases",
KDD, 1997 |
|
| 16 |
Th |
10/14/1999 |
Presentation Day
Papers |
|
| 17 |
Tu |
10/19/1999 |
Data Warehousing
C. Ballard, D. Herreman, D. Schau, R. Bell, E. Kim, IBM Redbook:
Data Modeling Techniques for Data Warehousing, February 1998
| HW 2 |
| 18 |
Th |
10/21/1999 |
Parallel/Distributed Data Mining
Prodromidis, Chan, and Stolfo, "Meta-Learning in Distributed Data Mining
Systems: Issues and Approaches", to appear in Advances in Distributed Data
Mining, Kargupta and Chan (eds.), AAAI Press, 1999
| |
| 19 |
Tu |
10/26/1999 |
Presentation Day
Papers |
PROJECT
TOPIC |
| 20 |
Th |
10/28/1999 |
Presentation Day
Papers |
|
| 21 |
Tu |
11/02/1999 |
Knowledge Discovery
Cook, Holder, and Djoko, "Scalable Discovery of Informative Structural
Concepts Using Domain Knowledge", IEEE Expert, 11(5), 59-68, 1996
| |
| 22 |
Th |
11/04/1999 |
Presentation Day
Papers |
|
| 23 |
Tu |
11/09/1999 |
Temporal Discovery
Ramirez, Cook, Peterson and Peterson, "Temporal Pattern Discovery In
Course-of-Disease Medical Data", to appear in IEEE Engineering in Medicine
and Biology, 1999 |
|
| 24 |
Th |
11/11/1999 |
Presentation Day
Papers |
|
| 25 |
Tu |
11/16/1999 |
Presentation Day
Papers |
HW 3 |
| 26 |
Th |
11/18/1999 |
Presentation Day
Papers |
|
| 27 |
Tu |
11/23/1999 |
Presentation Day
Papers |
|
| ------ |
Th |
11/25/1999 |
Thanksgiving |
|
| 28 |
Tu |
11/30/1999 |
Presentation Day
Papers |
|
| 29 |
Th |
12/02/1999 |
Current Issues; Course Review; Course Evaluation |
PROJECT |
