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Data Stream

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Synonyms

Continuous data feed

Definition

A data stream S is an ordered collection of data items, s1, s2,, having the following properties:

  • Data items are continuously generated by one or more sources and sent to one or more processing entities.

  • The arrival order of data items cannot be controlled by the processing entities.

For instance, an Internet Service Provider (ISP) may be interested in monitoring the traffic on one or more of its links. In this case, the data stream consists of data packets flowing through the network. The processing entities, e.g., monitoring software, may be located directly on routers inside the ISP’s network or on remote nodes.

Data streams may be classified into two types: based and derived. A base stream arrives directly from the source. A derived stream is a pre-processed base stream, e.g., an intermediate result of a query or a sub-query over one or more base streams. In the network monitoring scenario, the base stream corresponds to the actual IP...

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Recommended Reading

  1. Babcock B, Babu S, Datar M, Motwani R, Widom J. Models and issues in data streams. In: Proceedings of the 21st ACM SIGACT-SIGMOD-SIGART Symposium on Principles of Database Systems; 2002. p. 1–16.

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  2. Golab L, Özsu MT. Issues in data stream management. ACM SIGMOD Rec. 2003;32(2):5–14.

    Article  Google Scholar 

  3. Muthukrishnan S. Data streams: algorithms and applications. Found Trends Theor Comput Sci. 2005;1(2):1–67.

    Article  MathSciNet  MATH  Google Scholar 

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Correspondence to Lukasz Golab .

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© 2018 Springer Science+Business Media, LLC, part of Springer Nature

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Golab, L. (2018). Data Stream. In: Liu, L., Özsu, M.T. (eds) Encyclopedia of Database Systems. Springer, New York, NY. https://doi.org/10.1007/978-1-4614-8265-9_113

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