class
number: 83431
Fall 2008, Tuesday/Thursday, 11:00am - 12:20pm, NH 110
First day of class: Sep. 2nd, 2008 (We will
reschedule the classes of Aug. 26th and 28th.)
Syllabus Announcements Schedule Resources Project Requirements
The tentative schedule is as follows. We may change the schedule as necessary.
Course
Project: P0: Team Information; P1: Proposal; P2: Progress Report; P3: Project
Presentation and Demo; P4: Final
Report.
|
Date |
# |
Lecture |
Assignment |
Lecture Notes |
|
| Out |
Due |
||||
| 08/26 |
Rescheduled to 09/12 1-3:30pm | ||||
| 08/28 |
Rescheduled to 09/12 1-3:30pm | ||||
| 09/02 |
1 | Course Overview |
[PDF] |
||
| 09/04 |
2 |
Introduction
(Chapter 1) |
HW1 |
[PDF] | |
|
Data Warehousing, OLAP, Data Cube (Chapter
3, 4) |
|||||
| 09/09 |
3 |
[CD97] An Overview of Data Warehousing and
OLAP Technology. [EE] |
[PDF] | ||
| 09/11 |
4 |
[GCB+97] Data Cube: A Relational Aggregation
Operator Generalizing Group-By, Cross-Tab, and Sub-Totals. [EE] |
P0 | [PDF] | |
| 09/12 |
5 | Index in Data Warehousing | [PDF] | ||
| 09/12 |
6 | Course Project Topics | [PDF] | ||
|
Data Preprocessing (Chapter 2) |
|||||
| 09/16 |
7 | Data and Data Quality | HW1 |
[PDF] | |
|
Classification and Prediction (Chapter 6) |
|||||
| 09/18 |
8 | Decision Tree |
MP1 |
[PDF] | |
| 09/23 |
9 | Evaluating Classification Models | [PDF] | ||
| 09/25 |
10 | Bayesian Classifiers | P1 | [PDF] | |
| 09/30 |
11 |
|
HW2 | [PDF] | |
| 10/02 |
12 |
Nearest Neighbor
Classifiers |
MP1 (due 10/04) |
[PDF] | |
|
Frequent Pattern and Association Rule Mining (Chapter 5) |
|||||
| 10/07 |
13 |
[AS94] Fast Algorithms for Mining Association Rules in
Large Databases. [EE] |
[PDF] | ||
| 10/09 |
14 | Correlation Analysis | HW2 | [PDF] | |
| 10/14 |
Midterm Exam (in class) |
||||
|
Clustering (Chapter 7) |
|||||
| 10/16 |
15 | Overview of Clustering, Similarity/Dissimilarity Measure | HW3 |
[PDF] | |
| 10/21 | 16 | K-means |
[PDF] | ||
| 10/23 | 17 |
Hierarchical |
[PDF] | ||
| 10/28 | 18 |
Density-Based,
Outlier Analysis |
[PDF] | ||
| Text and Web Mining | |||||
| 10/30 |
19 | Boolean Query Model | MP2 | HW3 | [PDF] |
| 11/04 |
20 | Vector Space Model | [PDF] | ||
| 11/06 |
21 |
|
P2 | [PDF] | |
| 11/11 |
22 |
Information Extraction |
[PDF] | ||
| 11/13 |
23 |
MapReduce:
Simplified Data Processing on Large Clusters. [EE] |
HW4 |
MP2 | [PDF] |
| 11/18 |
24 | Link Analysis: Reading material on PageRank (emailed to every student, and posted in WebCT) | [PDF] | ||
| 11/20 |
25 | (continue link analysis) | |||
| 11/24 |
(NOT required) Department colloquium, 12-1pm, NH202, James Caverlee (TAMU): Towards Robust Trust Establishment in Online Communities with SocialTrust |
||||
| 11/25 |
26 | Final Review |
HW4 (due 11/26) |
[PDF] | |
| 11/27 |
No Class.
Thanksgiving Holiday. |
||||
| 12/02 |
27 | Project Presentation and Demo (Anirban; Arnab; Ning, Nabila, Juan) | P3 (due 12/01) |
||
| 12/04 |
28 | Project Presentation and Demo (Harish, Kunal; Joel; Saravanan) | P4 (due 12/07) |
||
| 12/05 |
Project Presentation and Demo (Alex; Xiaonan, Hussain, Kulsawasd; Usha,
Agasthya; Gaurang, Sushant) (11:20-1pm, NH315). Please make your effort to attend. |
||||
| 12/09 |
Final Exam
(Tuesday, Dec. 9th, 11-1:30pm, NH110) |
||||
University calendar: Fall 2008