Instructor: Alexander Dekhtyar, dekhtyar@calpoly.edu, 14-215
Office Hours:
|
Who | Where | |
Monday | 8:30am - 9:30am | Alex | 14-215 |
Wednsday | 8:30am - 9:30am | Alex | 14-215 |
Thursday | 9:00 - 12:00pm | Alex | 14-215 |
Additional appoinments: send email.
Final Exam Date: Monday, December 7, 2009, 4:10 - 7:00pm
(note: there is no final exam, but will do project presentations in that time)
Syllabus | Postscript | ||
CSC 560 Wiki | HTML | ||
Datasets Wiki | HTML | ||
Competitions | INEX XML Mining | ICDM (brain) |
Stage 1 | Due: September 28, 2009 | Team formation | Postscript | [September 22, 2009] | Stage 2 | Due: October 21, 2009 | Project Proposal | Postscript | [September 27, 2009] |
Stage 1 | Due: October 7, 2009 | In-class presentation topic selection | Postscript | [September 22, 2009] | |
Stage 2 | Due: October 26, 2009 | Reading list | Postscript | [October 13, 2009] | |
Stage 2 | Due: November 9 - December 4, 2009 | Presentation | Postscript | [October 26, 2009] |
Lecture 0 (*) | September 23 | What is KDD? | Postscript | [September 22, 2009] | |
Lecture 0 (*) | September 23 | What is Data Mining? | Postscript | [September 22, 2009] | |
Lecture 1 | September 23 | What is Web Mining? | Postscript | [September 22, 2009] | |
Lecture 2-1 (*) | September 28 | Data Mining Recap:Classification. C4.5. | Postscript | [September 22, 2009] | |
Lecture 2-2 (*) | September 28 | Data Mining Recap:Classification: Beyond C4.5. | Postscript | [September 22, 2009] | |
Lecture 3-1 (*) | October 1 | Data Mining Recap:Clustering. K-means | Postscript | [September 22, 2009] | |
Lecture 3-2 (*) | October 1 | Distance Measures | Postscript | [September 22, 2009] | |
Lecture 3-3 (*) | October 1 | Clustering: Hierarchical | Postscript | [September 22, 2009] | |
Lecture 4-1 | October 5 | Link Analysis | Postscript | [October 5, 2009] | |
Lecture 4-2 | October 5 | Link Analysis: PageRank | Postscript | [October 5, 2009] | |
Lecture 4-3 | October 5 | Link Analysis: PageRank Math | Postscript | [October 5, 2009] | |
Lecture 6 | October 14 | Community Discovery | Postscript | [October 26, 2009] | |
Lecture 7 | October 21 | Web Usage Mining | Postscript | [October 26, 2009] | |
Lecture 8-1 | October 26 | Naive Bayes | Postscript | [September 28, 2009] | |
Lecture 8-2 | October 26 | Naive Bayes for Text Classification | Postscript | [October 26, 2009] | |
Lecture 9 | October 26-28 | E-M algorithm | Postscript | [October 26, 2009] | |
Lecture 10 | November 2 | Support Vector Machines: Linearly Separable case | Postscript | [November 2, 2009] |