Loadstar: Load shedding in data stream mining

VLDB 2005 - Proceedings of 31st International Conference on Very Large Data Bases

Volumn 3, Issue , 2005, Pages 1302-1305

  Chi, Yun ^a   Wane, Haixun ^b   Yu, Philip S ^b  

^a Engineering IV   (United States)

^b IBM T J WATSON RESEARCH CENTER   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

DATA STREAM MINING; LOAD SHEDDING; QUALITY OF DECISION (QOD); RESOURCE CONSTRAINTS;

CLASSIFICATION (OF INFORMATION); DATA REDUCTION; DECISION MAKING; ELECTRIC LOAD DISTRIBUTION; OPTIMAL CONTROL SYSTEMS; QUALITY OF SERVICE;

DATA MINING;

EID: 33745609292     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (5)

1. D. J. Abadi, D. Carney, U. Cetintemel, M. Cherniack, C. Convey, S. Lee, M. Stonebraker, N. Tatbul, and S. Zdonik. Aurora: a new model and architecture for data stream management. The VLDB Journal, 12(2):120-139, 2003.
2. B. Babcock, M. Datar, and R. Motwani. Load shedding for aggregation queries over data streams. In 20th International Conference, on Data Engineering, 2004.
3. Yun Chi, Philip S. Yu, Haixun Wang, and Richard Muntz. Loadstar: A load shedding scheme for classifying data streams. In SIAM International Conference on Data Mining (SDM), 2005.
4. N. Tatbul, U. Cetintemel, S. Zdonik, M. Cherniack, and M. Stonebraker. Load shedding in a data stream manager. In Proc. of the 29th Intl. Conf. on Very Large Databases (VLDB'03), 2003.
5. H. Wang, W. Fan, P. S. Yu, and J. Han. Mining concept-drifting data streams using ensemble classifiers. In Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining, 2003.