Fall 2010   CSE4392 / 5334   Data Mining

Course Description: This is an introductory course on data mining. Data Mining refers to the process of automatic discovery of patterns and knowledge from large data repositories, including databases, data warehouses, Web, document collections, and data streams. We will study the basic topics of data mining, including data preprocessing, data warehousing and OLAP, data cube, frequent pattern and association rule mining, correlation analysis, classification and prediction, and clustering, as well as advanced topics covering the techniques and applications of data mining in Web and text.

Prerequisites: CSE 3330/5330  Database Systems I     or     CSE 4331/5331  Database Systems II      or     similar courses    or     consent of instructor

Textbook

• (Required) Jiawei Han and Micheline Kamber. Data Mining: Concepts and Techniques, 2nd ed., Morgan Kaufmann Publishers, March 2006. ISBN 1-55860-901-6.
• (Reference) Pang-Ning Tan, Michael Steinbach, and Vipin Kumar, Introduction to Data Mining, Addison-Wesley, 2006. ISBN 0-321-32136-7.
• (Reference) Christopher D. Manning, Prabhakar Raghavan and Hinrich Schütze, Introduction to Information Retrieval, Cambridge University Press. 2008. (This book is available online at http://www-csli.stanford.edu/~hinrich/information-retrieval-book.html)
• (Reference) I. H. Witten and E. Frank, Data Mining: Practical Machine Learning Tools and Techniques with Java Implementations, Morgan Kaufmann, 2nd ed. 2005.
• (Reference) T. M. Mitchell, Machine Learning, McGraw Hill, 1997.

Grades

• Midterm Exam                                20%    (Thursday, Oct. 14th, 2:00pm-3:20pm, WH210)
• Final Exam                                      35%    (Tuesday, Dec. 14th, 2:00pm-4:30pm, WH210)
• Homework (HW)                            15%    (Must be done independently)
• Course Project                                30%    (Must be done independently)
• Bonus Points                                    5%    Based on in-class discussion. Students are expected to attend classes and actively participate in discussions.

Announcements: Stay tuned and make sure to check WebCT frequently. Important announcements will be posted there.

Assignments and Deadlines

• All the assignments must be submitted through WebCT. We will NOT take hardcopy or email submission, unless the school verifies that WebCT was malfunctioning or unavailable.
• Everything is due by 11:55pm on the due date. The deadline is automatically managed by WebCT. You can still turn in assignment after the deadline. However, you automatically lose 5 points per hour after the due time, till you get 0. (Each individual assignment is 100 points.) We cannot waive the penalty, unless there was a case of illness or other substantial impediment beyond your control, with proof in documents from the school.
• Before the deadline, WebCT allows you to submit as many times as you want. However, you are only allowed to submit once after the deadline. If you have already submitted before the deadline, you will not be allowed to submit again after the deadline.

Regrading: Regrading request must be made within 7 days after we post scores on WebCT. TA will handle regrade requests. If student is not satisfied with the regarding results, you get 7 days to request again. The instructor will regrade, and the decision is final.

WebCT: Log in to the WebCT page http://www.uta.edu/webct with your NetID and password. We use WebCT for: (1) Announcements; (2) Assignment Submission; (3) Discussion Group;  (4) Releasing materials, assignments, scores and grades. Follow these steps exactly during electronic assignment submission.

1. Click button "Upload file" to upload your file.
2. Fill in your email address (UTA email address only) in the "Notification" box.
3. Then you must click button "submit assignment". Otherwise, your file will not be submitted.
4. Verify that your file is indeed submitted into WebCT. (You should see the file name after "Student files". Click the link to download the file and verify it.)
5. Check your email. You must keep the notification email from WebCT.
6. If you don't find your submission or don't receive notification within 10 minutes, try step 1-5 again.
7. If step 6 still fails after you give it another try, email your file to the TA and yourself immediately.
8. When we grade the assignment, if we cannot find your file in WebCT and we don't receive it in email, we will ask you for the copy of notification email. Without the notification email, we would assume that you didn't submit the assignment.

University calendar: Fall 2010