Data Mining - Milking Schedule
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| STAT 3880/4880 - Data Mining I - Syllabus Blue Items are Due on Date Listed |
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| Tue Mar 27 | Thu Mar 29 |
| INTRODUCTION TO DATA MINING Reading:
LAR: Ch 1, 2Blackboard:
M1-Lesson 1 Class Notes
Mini Assign #1
Reading Quiz 1 |
INTRO TO JMP / DATA PREPROCESSING Reading:
JMP BAG: Ch 1, 2LAR: Ch 2 Blackboard:
M1-Lesson 2 Class Notes
Mini Assign #2
Reading Quiz 2 |
| Tue Apr 3 | Thu Apr 5 |
| EXPLORATORY DATA ANALYSIS / ETHICS IN DATA MINING Reading:
JMP BAG: Ch 9, 10LAR: Ch 3 Blackboard:
M1-Lesson 3 Class Notes
Mini Assign #3
Reading Quiz 3 |
MULTIPLE REGRESSION MODEL EVALUATION TECHNIQUES Reading:
JMP MM: Ch 2 pp.21-40, 47-49, 56LAR: Ch 4, 11 Blackboard:
M1-Lesson 4 Class Notes
Mini Assign #4
Reading Quiz 4 |
| Tue Apr 10 | Thu Apr 12 |
| GENERAL LINEAR MODELS Reading:
JMP MM: Ch 6Blackboard:
M1-Lesson 5 Class NotesMini Assign #5Reading Quiz 5 |
Module 1 Exam |
| Tue Apr 17 | Thu Apr 19 |
| TIME SERIES ANALYSIS Reading:
JMP MM Ch 16Blackboard:
M2-Lesson 1 Class NotesMini Assign #6Reading Quiz 6 |
PRINCIPAL COMPONENTS ANALYSIS Reading:
JMP MM Ch 21Blackboard:
M2-Lesson 2 Class NotesMini Assign #7Reading Quiz 7 |
| Tue Apr 24 | Thu Apr 26 |
| THREE SIMPLE CLASSIFICATION METHODS Reading:
LAR: Ch 5Blackboard:
M2-Lesson 3 Class NotesMini Assign #8Reading Quiz 8 |
LOGISTIC REGRESSION Reading:
Blackboard:
M2-Lesson 4 Class NotesMini Assign #9Reading Quiz 9 |
| Tue May 1 | Thu May 3 |
| CLASSIFICATION AND REGRESSION TREES Reading:
LAR: Ch 6Blackboard:
M2-Lesson 5 Class NotesMini Assign #10Reading Quiz 10 |
Module 2 Exam |
| Tue May 8 | Thu May 10 |
| DISCRIMINANT Reading:
JMP MMM: Ch 22Blackboard:
M3-Lesson 1 Class Notes
Mini Assign #11
Reading Quiz 11 |
CLUSTER ANALYSIS Reading:
LAR: Ch 8 & JMP MMM: Ch 20Blackboard:
M3-Lesson 2 Class Notes
Mini Assign #12
Reading Quiz 12 |
| Tue May 15 | Thu May 17 |
| NEURAL NETWORKS Reading:
LAR: Ch.7 & JMP MMM: Ch 13Blackboard:
M3-Lesson 3 Class Notes
Mini Assign #13
Reading Quiz 13 |
ASSOCIATION RULES Reading:
LAR: Ch. 10Blackboard:
M3-Lesson 4 Class Notes
Mini Assign #14
Reading Quiz 14 |
| Tue May 22 | Thu May 24 |
| TEXT/WEB MINING Reading:
Article: Click Here!Blackboard:
M3-Lesson 5 Class Notes
Mini Assign #15 |
MODULE 3 EXAM |
| Tue May 29 | Thu May 31 |
| PROJECT WORK DAYS |
PROJECT WORK DAYS |
| Tue Jun 5 | |
| PROJECT PRESENTATIONS |
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