Research on prediction models over distributed data streams

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 4256 LNCS, Issue , 2006, Pages 25-36

  Tian, Li ^a   Li, AiPing ^a   Zou, Peng ^a  

^a NATIONAL UNIVERSITY OF DEFENSE TECHNOLOGY   (China)

Author keywords

Data stream; Network consumption; Prediction model

Indexed keywords

ALGORITHMS; COST EFFECTIVENESS; DATA PROCESSING; INFORMATION RETRIEVAL; MATHEMATICAL MODELS; QUERY LANGUAGES;

DATA STREAM; NETWORK CONSUMPTION; PREDICTION MODELS;

DISTRIBUTED DATABASE SYSTEMS;

EID: 33845262705     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/11906070_3     Document Type: Conference Paper

References (11)

1. Jin, C.Q., Qian W.N., Zhou A.Y.: Analysis and Management of Streaming Data: A Survey. Journal of Software. 15 (2004) 1172-1181
2. Babcock, B., Babu, S., Datar, M., Motwani, R., Widom, J.: Models and issues in data stream systems. ACM SIGMOD. Madison, WI, USA (2002)
3. Cranor, C., Johnson, T., Spatscheck, O., Gigascop, V.S.: A Stream Database for Network Applications. ACM SIGMOD. San Diego. California (2003)
4. Olston, C., Jiang, J., Widom, J.: Adaptive Filters for Continuous Queries over Distributed Data Streams. ACM SIGMOD. San Diego, California (2003)
5. Jain, A., Chang, E.Y., Wang, Y.F.: Adaptive Stream Resource Management Using Kalman Filters. ACM SIGMOD. Canada (2004)
6. Cormode, G., Garofalakis, M.: Sketching Streams Through the Net: Distributed Approximate Query Tracking. VLDB. Trondheim, Norway (2005)
7. Li J.Z., Quo L.J., Zhang D.D., Wang W.P.: Processing Algorithms for Predictive Aggregate Queries over Data Streams. Journal of Software. 16 (2005) 1252-1261
8. Das. A., Ganguly, S., Garofalakis, M., Rastogi, R.: Distributed Set-Expression Cardinality Estimation. VLDB. Toronto, Canada (2004)
9. Kumar, V., Cooper, B.F., Navathe, S.B.: Predictive filtering: A learning-based approach to data stream filtering. International Workshop on Data Management for Sensor Networks, (2004)
10. Pacific Marine Environmental Laboratory. Tropical atmosphere ocean project. http://www.pmel.noaa.gov/tao (2005)
11. Sergio, I., Wolfson, O., Mena, E.:Processing of data streams with prediction functions. Proceedings of the 39th Hawaii International Conference on System Sciences (2006)