| CS290D - Readings | home | schedule | project | readings |
| Weeks | Topics | Reading/Review |
| Week 1 (03/31/2009) |
Data Mining Overview | |
| Week 1 (04/02/2009) |
Frequent Pattern, Association Rule | |
| Week 2 (04/07/2009) |
Classification I | |
| Week 2 (04/09/2009) |
Classification II | S. Kandula, R. Chandra, D. Katabi, What's Going On? Learning Communication Rules in Edge Networks, SIGCOMM'08, 2008 (Guest Speaker: Ashish Sharma) |
| Week 3 (04/14/2009) |
Clustering I | A Strehl, J Ghosh,
Cluster ensembles--a knowledge reuse framework for combining multiple
partitions The Journal of Machine Learning Research, 2003 (First Review Due, Student Presentation Start) |
| Week 3 (04/16/2009) |
Clustering II | U. Luxburg, A Tutorial on Spectral Clustering. 2006 |
| Week 4 (04/21/2009) |
Collaborative Filtering | Zheng, R., D. Wilkinson, and F. Provost. Social Network Collaborative Filtering. Working paper CeDER-8-08. Stern School of Business, New York University. September 2008 |
| Week 4 (04/23/2009) |
Text Mining I | A Strehl, J Ghosh, R Mooney, Impact of similarity measures on web-page clustering, AAAI'00 |
| Week 5 (04/28/2009) |
Text Mining II | T. Hofmann, Probabilistic Latent Semantic Indexing, SIGIR'99 |
| Week 5 (04/30/2009) |
Social Network Analysis I (reschedule) | L. Adamic and B. Huberman,
Information dynamics in a networked world. Lecture Notes in
Physics, Springer, 2003. Further Reading, http://www.cs.cornell.edu/Courses/cs6850/2008fa/ |
| Week 6 (05/05/2009) |
Social Network Analysis II | A. Anagnostopoulos, R. Kumar, M. Mahdian: Influence and correlation in social networks. SIGKDD'08, 7-15. |
| Week 6(05/07/2009) | OLAP and Data Cube | D. Zhang, C. Zhai and J. Han, Topic Cube: Topic Modeling for OLAP on Multidimensional Text Databases, Proc. 2009 SIAM Int. Conf. on Data Mining (SDM'09) |
| Week 7 (05/12/2009) |
Sequential Pattern Mining | J. Kiernan, E. Terzi, Constructing Comprehensive Summaries of Large Event Sequences, KDD'08 |
| Week 7 (05/14/2009) |
Biological Sequence Mining | G Benson, Tandem repeats finder: a program to analyze DNA sequences, Nucleic Acids Research, Vol 27, Issue 2 573-580, 1999 |
| Week 8 (05/19/2009) |
Graph Pattern Mining | H. Saigo, N. Krämer, K. Tsuda, Partial Least Squares Regression for Graph Mining, KDD'08 |
| Week 8 (05/21/2009) |
Stream Mining | J. Kleinberg. Bursty and Hierarchical Structure in Streams. Proc. 8th ACM SIGKDD Intl. Conf. on Knowledge Discovery and Data Mining, 2002. |
| Week 9 (05/26/2009) |
Time-series Analysis | D. Yankov, E. Keogh, J. Medina, B. Chiu, V. Zordan, Detecting Time Series Motifs Under Uniform Scaling, KDD07 |
| Week 9 (05/28/2009) |
Privacy-preserving Data Mining | A. Friedman, A. Schuster, and R. Wolff. Providing k-anonymity in data mining. VLDB Journal. 2008 |
| Week 10 (06/02/2009) |
Software Data Analysis | M. Gabel and Z. Su, Javert: Fully Automatic Mining of General Temporal Properties from Dynamic Traces, FSE 2008 |
| Week 10 (06/04/2009) |
Visual Mining | W. Cui, H. Zhou, H. Qu, P. Wong, and X. Li, Geometry-Based Edge Clustering for Graph Visualization, InfoVis 2008 |
| Week 11 (06/09/2009) |
Project presentation/demo | |
| Week 11 (06/11/2009) |
Project presentation/demo | Final report due |