MAIDS: Supplementary Readings

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Supplementary Readings

Year 1

A Framework for Clustering Evolving Data Streams (PDF 150 KB)
C. Aggarwal, J. Han, J. Wang, P. S. Yu.
Proc. 2003 Int. Conf. on Very Large Data Bases (VLDB '03), Berlin, Germany, Sept. 2003.

Mining Frequent Patterns in Data Streams at Multiple Time Granularities (PDF 318 KB)
C. Giannella, J. Han, J. Pei, X. Yan and P.S. Yu. Editors: H. Kargupta, A. Joshi, K. Sivakumar, and Y. Yesha.
Next Generation Data Mining, 2003.

Continuous Queries over Data Streams (PDF 97 KB)
S. Babu, J. Widom.
In SIGMOD Record '01, pp. 109-120, Sept. 2001.

Models and Issues in Data Stream Systems (PDF 183 KB)
B. Babcock, S. Babu, M. Datar, R. Motwani, J. Widom.
Proc. 2002 ACM-SIGACT/SIGART/SIGMOD Int. Conf. on Principles of Data base (PODS '02), Madison, WI, June 2002.

Querying and Mining Data Streams: You Only Get One Look (PPT 1.1 MB)
M. Garofalakis, J. Gehrke, R. Rastogi.
Tutorial at 2002 ACM-SIGMOD Int. Conf. on Management of Data (SIGMOD '02), Madison, WI, June 2002.

Multi-Dimensional Regression Analysis of Time-Series Data Streams (PDF 192 KB)
Y. Chen, G. Dong, J. Han, B. W. Wah, J. Wang.
Proc. 2002 Int. Conf. on Very Large Data Bases (VLDB '02), Hong Kong, China, Aug. 2002.

Clustering Data Streams (PDF 355 KB)
S. Guha, N. Mishra, R. Motwani, L. O'Callaghan.
Proc. IEEE Symposium on Foundations of Computer Science (FOCS '00), Redondo Beach, CA, pp. 359-366, 2000.

Rate-Based Query Optimization for Streaming Information Sources (PDF 345 KB)
Stratis Viglas, Jeffrey Naughton.
SIGMOD '02.

Continuously Adaptive Continuous Queries over Streams (PDF 482 KB)
Samuel Madden, Mehul Shah, Joseph Hellerstein, Vijayshankar Raman.
SIGMOD '02.

Processing Complex Aggregate Queries over Data Streams (PDF 230 KB)
Alin Dobra, Minos N. Garofalakis, Johannes Gehrke, Rajeev Rastogi.
SIGMOD '02.

Approximate Frequency Counts over Data Streams (PDF 222 KB)
Gurmeet Singh Manku, Rajeev Motwani.
VLDB '02.

StatStream: Statistical Monitoring of Thousands of Data Streams in Real Time (PDF 371 KB)
Yunyue Zhu, Dennis Shasha.
VLDB '02.

On computing correlated aggregates over continuous data streams (PDF 369 KB)
J. Gehrke, F. Korn, D. Srivastava.
Proc. 2001 ACM-SIGMOD Int. Conf. Management of Data (SIGMOD '01), Santa Barbara, CA, pp. 13-24, May 2001.

Mining time-changing data streams (PDF 927 KB)
Geoff Hulten, Laurie Spencer, Pedro Domingos.
KDD '01: 97-106

Mining Dynamics of Data Streams in Multidimensional Space (PPT 394 KB)
J. Han.
ICDM '02 Keynote Speech, Maebashi City, Japan, Dec. 2002.