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Query processing of multi-way stream window joins

Authors :
Moustafa A. Hammad
Walid G. Aref
Ahmed K. Elmagarmid
Source :
The VLDB Journal. 17:469-488
Publication Year :
2006
Publisher :
Springer Science and Business Media LLC, 2006.

Abstract

This paper introduces a class of join algorithms, termed W-join, for joining multiple infinite data streams. W-join addresses the infinite nature of the data streams by joining stream data items that lie within a sliding window and that match a certain join condition. In addition to its general applicability in stream query processing, W-join can be used to track the motion of a moving object or detect the propagation of clouds of hazardous material or pollution spills over time in a sensor network environment. We describe two new algorithms for W-join and address variations and local/global optimizations related to specifying the nature of the window constraints to fulfill the posed queries. The performance of the proposed algorithms is studied experimentally in a prototype stream database system, using synthetic data streams and real time-series data. Tradeoffs of the proposed algorithms and their advantages and disadvantages are highlighted, given variations in the aggregate arrival rates of the input data streams and the desired response times per query.

Details

ISSN :
0949877X and 10668888
Volume :
17
Database :
OpenAIRE
Journal :
The VLDB Journal
Accession number :
edsair.doi...........a62874bf8fd1f5197b4720f4d3159d67
Full Text :
https://doi.org/10.1007/s00778-006-0017-y