A geometric approach to monitoring threshold functions over distributed data streams

ACM Transactions on Database Systems

Volumn 32, Issue 4, 2007, Pages

  Sharfman, Izchak ^a   Schuster, Assaf ^a   Keren, Daniel ^b  

^a TECHNION ISRAEL INSTITUTE OF TECHNOLOGY   (Israel)

^b UNIVERSITY OF HAIFA   (Israel)

Author keywords

Distributed monitoring

Indexed keywords

ALGORITHMS; CONSTRAINT THEORY; DATA REDUCTION; FEATURE EXTRACTION; FUNCTIONS; INFORMATION ANALYSIS;

CENTRALIZED ALGORITHMS; DATA INCREMENTS; DISTRIBUTED DATA STREAMS; DISTRIBUTED MONITORING; INFORMATION GAIN;

DISTRIBUTED COMPUTER SYSTEMS;

EID: 36949013219     PISSN: 03625915     EISSN: 15574644     Source Type: Journal    
DOI: 10.1145/1292609.1292613     Document Type: Conference Paper

References (36)

1. ALON, N., MATIAS, Y., AND SZEGEDY, M. 1996. The space complexity of approximating the frequency moments. In STOC '96: Proceedings of the Twenty-Eighth Annual ACM Symposium on Theory of Computing. ACM Press, New York, NY, 20-29.
2. ARASU, A. AND MANKU, G. S. 2004. Approximate counts and quantiles over sliding windows. In PODS '04: Proceedings of the Twenty-Third ACM SIGMOD-SIGACT-SIGART Symposium on Principles of Database Systems. ACM Press, New York, NY, 286-296.
3. BABCOCK, B., BABU, S., DATAR, M., MOTWANI, R., AND WIDOM, J. 2002. Models and issues in data stream systems. In PODS '02: Proceedings of the Twenty-First ACM SIGMOD-SIGACT-SIGART Symposium on Principles of Database Systems. ACM Press, New York, NY, 1-16.
4. BABCOCK, B. AND OLSTON, C. 2003. Distributed top-k monitoring. In SIGMOD '03: Proceedings of the 2003 ACM SIGMOD International Conference on Management of Data. ACM Press, New York, NY, 28-39.
5. BABU, S. AND WIDOM, J. 2001. Continuous queries over data streams. SIGMOD Rec. 30, 3, 109-120.
6. n. Wiley, New York, NY
7. BULUT, A., SINGH, A. K., AND VITENBERG, R. 2005. Distributed data streams indexing using contentbased routing paradigm. In IPDPS '05: Proceedings of the 19th IEEE International Parallel and Distributed Processing Symposium. IEEE Computer Society Press, Los Alamitos, CA, 94.
8. CARNEY, D., ÇETINTEMEL, U., CHERNIACK, M., CONVEY, C., LEE, S., SEIDMAN, G., STONEBRAKER, M., TATBUL, N., AND ZDONIK, S. B. 2002. Monitoring streams-a new class of data management applications. In VLDB '02: Proceedings of the International Conference on Very Large Data Bases. 215-226.
9. CHARIKAR, M., CHEN, K., AND FARACH-COLTON, M. 2002. Finding frequent items in data streams. In ICALP '02: Proceedings of the 29th International Colloquium on Automata, Languages and Programming. Springer-Verlag, London, U.K., 693-703.
10. CHERNIACK, M., BALAKRISHNAN, H., BALAZINSKA, M., CARNEY, D., CETINTEMEL, U., XING, Y., AND ZDONIK, S. 2003. Scalable distributed stream processing. In CIDR 2003: Proceedings of the First Biennial Conference on Innovative Data Systems Research (Asilomar, CA).
11. CORMODE, G., GAROFALAKIS, M., MUTHUKRISHNAN, S., AND RASTOGI, R. 2005. Holistic aggregates in a networked world: Distributed tracking of approximate quantiles. In SIGMOD '05: Proceedings of the 2005 ACM SIGMOD International Conference on Management of Data. ACM Press, New York, NY, 25-36.
12. DILMAN, M. AND RAZ, D. 2001. Efficient reactive monitoring. In INFOCOM '01: Proceedings of the Twentieth Annual Joint Conference of the IEEE Computer and Communications Societies. 1012-1019.
13. GIBBONS, P. B. AND MATIAS, Y. 1998. New sampling-based summary statistics for improving approximate query answers. In SIGMOD '98: Proceedings of the 1998 ACM SIGMOD International Conference on Management of Data. ACM Press, New York, NY, 331-342.
14. GIBBONS, P. B. AND TIRTHAPURA, S. 2001. Estimating simple functions on the union of data streams. In SPAA '01: Proceedings of the Thirteenth Annual ACM Symposium on Parallel Algorithms and Architectures. ACM Press, New York, NY, 281-291.
15. GIBBONS, P. B. AND TIRTHAPURA, S. 2002. Distributed streams algorithms for sliding windows. In SPAA '02: Proceedings of the Fourteenth Annual ACM Symposium on Parallel Algorithms and Architectures. ACM Press, New York, NY, 63-72.
16. HUANG, L., GAROFALAKIS, M., HELLERSTEIN, J., JOSEPH, A., AND TAFT, N. 2006. Toward sophisticated detection with distributed triggers. In MineNet '06: Proceedings of the 2006 SIGCOMM Workshop on Mining Network Data. ACM Press, New York, NY, 311-316.
17. JAIN, A., HELLERSTEIN, J. M., RATNASAMY, S., AND WETHERALL, D. 2004. A wakeup call for Internet monitoring systems: The case for distributed triggers. In Proceedings of the 3rd ACM SIGCOMM Workshop on Hot Topics in Networks (HotNets, San Diego, CA).
18. KERALAPURA, R., CORMODE, G., AND RAMAMIRTHAM, J. 2006. Communication-efficient distributed monitoring of thresholded counts. In SIGMOD '06: Proceedings of the 2006 ACM SIGMOD International Conference on Management of Data. ACM Press, New York, NY, 289-300.
19. LASSERRE, J. B. 2000. Global optimization with polynomials and the problem of moments. SIAM J. Optimiz. 11, 3, 796-817.
20. LEWIS, D. D., YANG, Y., ROSE, T. G., AND LI, F. 2004. Rcvl: A new benchmark collection for text categorization research. J. Mach. Learn. Res. 5, 361-397.
21. LIU, L., PU, C., AND TANG, W. 1999. Continual queries for internet scale event-driven information delivery. IEEE Trans. Knowl. Data Eng. 11, 4, 610-628.
22. MADDEN, S. AND FRANKLIN, M. J. 2002. Fjording the stream: An architecture for queries over streaming sensor data. In ICDE '02: Proceedings of the 18th International Conference on Data Engineering (ICDE'02). IEEE Computer Society Press, Los Alamitos, CA, 555.
23. MADDEN, S., SHAH, M., HELLERSTEIN, J. M., AND RAMAN, V. 2002. Continuously adaptive continuous queries over streams. In SIGMOD '02: Proceedings of the 2002 ACM SIGMOD International Conference on Management of Data. ACM Press, New York, NY, 49-60.
24. MANJHI, A., SHKAPENYUK, V., DHAMDHERE, K., AND OLSTON, C. 2005. Finding (recently) frequent items in distributed data streams. In ICDE '05: Proceedings of the 21st International Conference on Data Engineering (ICDE'05). IEEE Computer Society, Press, Los Alamitos, CA, 767-778.
25. MANKU, G. S. AND MOTWANI, R. 2002. Approximate frequency counts over data streams. In VLDB '02: Proceedings of the International Conference on Very Large Data Bases. 346-357.
26. MOTWANI, R., WIDOM, J., ARASU, A., BABCOCK, B., BABU, S., DATAR, M., MANKU, G., OLSTON, C., ROSENSTEIN, J., AND VARMA, R. 2003. Query processing, resource management, and approximation in a data stream management system. In Proceedings of the First Biennial Conference on Innovative Data Systems Research (CIDR, Asilomar, CA). 245-256.
27. OLSTON, C., JIANG, J., AND WIDOM, J. 2003. Adaptive filters for continuous queries over distributed data streams. In SIGMOD '03: Proceedings of the 2003 ACM SIGMOD International Conference on Management of Data. ACM Press, New York, NY, 563-574.
28. PARRILO, P. 2003. Semidefinite programming relaxations for semialgebraic problems. Math. Programm. 96, 2, 293-320.
29. ROSE, T., STEVENSON, M., AND WHITEHEAD, M. 2002. The Reuters Corpus Volume 1-from yesterday's news to tomorrow's language resources. In Proceedings of the Third International Conference on Language Resources and Evaluation (Las Palmas de Gran Canaria).
30. SHARFMAN, I., SCHUSTER, A., AND KEREN, D. 2006. A geometric approach to monitoring threshold functions over distributed data streams. In SIGMOD '06: Proceedings of the 2006 ACM SIGMOD International Conference on Management of Data. ACM Press, New York, NY, 301-312.
31. SIDDIQI, K., BOUIX, S., TANNENBAUM, A., AND ZUCKER, S. W. 2002. Hamilton-Jacobi skeletons. Int. J. Comput. Vis. 48, 3 (July), 215-231.
32. SULLIVAN, S., SANDFORD, L., AND PONCE, J. 1994. Using geometric distance fits for 3-d object modeling and recognition. IEEE Trans. Pattern Anal. Mach. Intell. 16, 12, 1183-1196.
33. TERRY, D., GOLDBERG, D., NICHOLS, D., AND OKI, B. 1992. Continuous queries over append-only databases. In SIGMOD '92: Proceedings of the 1992 ACM SIGMOD International Conference on Management of Data. ACM Press, New York, NY, 321-330.
34. VARADHAN, G., KRISHNAN, S., SRIRAM, T., AND MANOCHA, D. 2004. Topology preserving surface extraction using adaptive subdivision. In SGP '04: Proceedings of the 2004 Eurographics/ACM SIGGRAPH Symposium on Geometry Processing. ACM Press, New York, NY, 235-244.
35. YI, B.-K., SIDIROPOULOS, N., JOHNSON, T., JAGADISH, H. V., FALOUTSOS, C., AND BILIRIS, A. 2000. Online data mining for co-evolving time sequences. In ICDE '00: Proceedings of the 16th International Conference on Data Engineering. IEEE Computer Society, Press, Los Alamitos, CA, 13.
36. ZHU, Y. AND SHASHA, D. 2002. Statstream: Statistical monitoring of thousands of data streams in real time. In VLDB '02: Proceedings of the International Conference on Very Large Data Bases. 358-369.