CS 558: Data Mining Seminar Schedule

CS 558 Data Mining Seminars

Murat Karakaya (15:05)
- R. Agrawal, TomaszImielinski, A. Swami, Database Mining: A Performance Perspective
- R. Agrawal, T. Imielinski and A. Swami, Mining Association Rules between Sets of Items in Large Databases

Mercan Karahan (13:40)
- A. Brazma, I. Jonassen, I. Eidhammer, D. Gilbert, Approaches to the automatic discovery of patterns in biosequences, Computational Biology, pp. 277-305, Spring 1998
Nuriye Dikerler (14:05)
- N.M. Allinson and H.Yin, "Self-Organizing Maps for Pattern Recognition", Kohonen Maps, Oja Erkki and Samuel Kaski (Eds.), Elsevier, 1999.
- S.A.Shumsky, "Navigation in Databases Using Self-Organising Maps", Kohonen Maps, Oja Erkki and Samuel Kaski (Eds.), Elsevier, 1999.

Nazlı Ikizler (13:40)
- A.A. Freitas. On rule interestingness measures, Knowledge-Based Systems, 12(5-6):309--315, October 1999.
Ahmet Kocamaz(14:05)
- Manish Mehta, Rakesh Agrawal, Jorma Rissanen, SLIQ: A Fast Scalable Classifier for Data Mining. EDBT 1996: 18-32.
Özgür Alkaner (14:40)
- J. Han, G. Dong, and Y. Yin, Efficient Mining of Partial Periodic Patterns in Time Series Database, IEEE International Conference on Data Engineering (ICDE), Sydney, March, 1999.
Ahmet Vural (15:05)
- I. Bhandari, E. Colet, J. Parker, Z. Pines, R. Pratap, K. Ramanujam, Advanced Scout: Data Mining and Knowledge Discovery in NBA Data, Data Mining & Knowledge Discovery, Volume 1, Issue 1, 1997

Serkan Bayraktar (13:40)
- E.H. Han, G. Karypis, V. Kumar, B. Mobasher, Clustering In A High-Dimensional Space Using Hypergraph Models
Tekin Kabasakal (14:05)
- S. Loh, L.K. Wives, and J.P. de Oliveira, Concept-Based Knowledge Discovery in Text Extracted from the Web, Data Mining & Knowledge Discovery, June 2000, Vol. 2, No. 1., pp. 29-39.
Tahir Malas (14:40)
- J. Han, J. Pei, and Yiwen Yin, Mining Frequent Patterns without Candidate Generation, Proc. 2000, ACM-SIGMOD Int. Conf. on Management of Data (SIGMOD'00), Dallas, TX, May 2000.

Tayfun Küçükyılmaz (13:40)
- I. S. Dhillon and D. S. Modha, A Data-Clustering Algorithm on Distributed Memory Multiprocessors KDD, August, 1999 (also appears in Large-Scale Parallel Data Mining, Lecture Notes in Artificial Intelligence, Volume 1759, pages 245-260, 2000).
Orhan Yıldırım (14:05)
- R. Rastogi, and K. Shim, PUBLIC: A Decision Tree Classifier that Integrates Building and Pruning, VLDB, 1998.
Erdinç Başçı (14:40)
- R. Agrawal, G. Psaila, Active Data Mining, Proc. of the 1st Int'l Conference on Knowledge Discovery and Data Mining, Montreal, August 1995.
Erhan Meriç (15:05)
- M. Mehta, J. Rissanen, R. Agrawal, MDL-based Decision Tree Pruning, Proc. of the 1st Int'l Conference on Knowledge Discovery in Databases and Data Mining, Montreal, Canada, August, 1995.

Serkan Gümüş (13:40)
- H. A. Güvenir and A. Akkus, Weighted K Nearest Neighbor Classification on Feature Projections, in Proceedings of the Twelfth International Symposium on Computer and Information Sciences (ISCIS XII) S. Kuru, M.U. Caglayan and H.L. Akin (Eds.), Antalya, Turkey, (Oct. 27-29, 1997), 44-51.
Onur Özyer (14:05)
- H. Toivonen, Sampling Large Databases for Association Rules, in Proceedings of 22nd VLDB Conference, Bombay, India, 1996.

Bedirhan Urgun (13:40)
- J. Borges and M. Levene, Data Mining of User Navigation Patterns, in the Proceedings of the Workshop on Web Usage Analysis and User Profiling (WEBKDD'99), pages 31-36. August 15,1999, San Diego, CA.
Aykut Ünal (14:05)
- J. Pei, J. Han, B. Mortazavi-Asl, and H. Zhu, Mining Access Patterns Efficiently from Web Logs, Proc. 2000, ACM-SIGMOD Int. Conf. on Management of Data (SIGMOD'00), Dallas, TX, May 2000.
Gökhan Yavaş (14:40)
- R. Srikant, Q. Vu, R. Agrawal, Mining Association Rules with Item Constraints, Proc. of the 3rd Int'l Conference on Knowledge Discovery in Databases and Data Mining, Newport Beach, California, August, 1997
Tolga Aydın (15:05)
- H. A. Güvenir, G. Demiröz and N. Ilter, Learning Differential Diagnosis of Erythemato-Squamous Diseases using Voting Feature Interval, Artificial Intelligence in Medicine, Vol. 13, No. 3, (1998), pp. 147-165.

Gürkan Bebek (13:40)
- Y. Ma, B. Liu, and C. K. Wong, Web for Data Mining: Organizing and Interpreting the Discovered Rules using the Web, Newsletter of the Special Interest Group (SIG) on Knowledge Discovery & Data Mining Volume 2, Issue 1, June 2000.
Eyüp Sabri Konak (14:05)
- C. Faloutsos, K.I. Lin, FastMap: A Fast Algorithm for Indexing, Data-Mining and Visualization of Traditional and Multimedia Datasets, Technical Report No: CS-TR-3764, Univ. of Maryland, January, 1995.

Cemil Alper (13:40)
- J. Gehrke, R. Ramakrishnan, V. Ganti, RainForest - A Framework for Fast Decision Tree Construction of Large Datasets, VLDB 1998: 416-427.
Mehmet Kozan (14:05)
- D.D. Lewis and M. Ringuette, A Comparison of Two Learning Algorithms for Text Categorization, Third Annual Symposium on Documant Analysis and Information Retrieval , Las Vegas, NV, April 11-13, 1994 , pp.81-93.
Mustafa Kutlutürk (14:40)
- Y. Labrou, and T. Finin, Yahoo! as an ontology: using Yahoo! categories to describe documents Proceedings of the eighth international conference on Information knowledge management, 1999, Pages 180-187.
Cenk Şen (15:05)
- D. Tsur et al., Query Flocks: A Generalization of Association-Rule Mining, 1998 SIGMOD.

Deniz Ersöz (13:40)
- D.D. Levis, Evaluating Text Categorization, Proceedings of the Speech and Natural Language Workshop, Asilomar Feb. 1991. Morgan Kaufmann, San Mateo, CA, pp. 312-318.
Özer Özkaraoğlu (14:05)
- B.T. Bartell, G.W. Cottrell, R.K. Belew, Optimizing Parameters in a Ranked Rerieval System Using Multi-Query Relevance Feedback.

Şahin Yeşil (13:40)
- G. Karypis, E.H. Han, V. Kumar, Chameleon: A Hierarchical Clustering Algorithm Using Dynamic Modeling, IEEE Computing, 1999.
Inaç Kabasakal (14:05)
- S. Brin, Extracting Patterns and Relations from the World-Wide Web WebDB Workshop at EDBT'98.
Berkan Yalçınkaya (14:40)
- R. Kosala and H. Blockeel, Web Mining Research:A Survey, SIGKDD
Mithat Kale (15:05)
- L. Cabibbo and R. Torlone, Querying Multidimensional Databases, In Sixth International Workshop on Database Programming Languages (DBPL-97), LNCS 1396, pages 319-335, 1998.

Aydın Karaman (13:40)
- A. Akkus, and H. A. Guvenir, K Nearest Neighbor Classification on Feature Projections, in Proceedings of ICML'96, Lorenza Saitta (Ed.), Morgan Kaufmann, Bari, Italy, (3-6, July, 1996), 12-19.
Sezer Şenol (14:05)
- G. Demiröz, and H. A. Güvenir, Classification by Voting Feature Intervals, in Proceedings of 9th European Conference on Machine Learning, Maarten van Someren and Gerhard Widmer (Eds.) Springer-Verlag, LNAI 1224, Prague, Czech Republic, (April 23-25, 1997), 85-92.