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Complex event recognition in the big data era

Giatrakos Nikolaos, Artikis, Alexander, Deligiannakis Antonios, Garofalakis Minos

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URIhttp://purl.tuc.gr/dl/dias/5E091017-35E9-4B29-A15B-545ECDDF645F-
Identifierhttps://dl.acm.org/citation.cfm?id=3137829-
Identifierhttps://doi.org/10.14778/3137765.3137829-
Languageen-
Extent4 pagesen
TitleComplex event recognition in the big data eraen
CreatorGiatrakos Nikolaosen
CreatorΓιατρακος Νικολαοςel
CreatorArtikis, Alexanderen
CreatorDeligiannakis Antoniosen
CreatorΔεληγιαννακης Αντωνιοςel
CreatorGarofalakis Minosen
CreatorΓαροφαλακης Μινωςel
PublisherAssociation for Computing Machineryen
Content SummaryThe concept of event processing is established as a generic computational paradigm in various application fields, ranging from data processing in Web environments, over maritime and transport, to finance and medicine. Events report on state changes of a system and its environment. Complex Event Recognition (CER) in turn, refers to the identification of complex/composite events of interest, which are collections of simple events that satisfy some pattern, thereby providing the opportunity for reactive and proactive measures. Examples include the recognition of attacks in computer network nodes, human activities on video content, emerging stories and trends on the Social Web, traffic and transport incidents in smart cities, fraud in electronic marketplaces, cardiac arrhythmias, and epidemic spread. In each scenario, CER allows to make sense of Big event Data streams and react accordingly. The goal of this tutorial is to provide a step-by-step guide for realizing CER in the Big Data era. To do so, it elaborates on major challenges and describes algorithmic toolkits for optimized manipulation of event streams characterized by high volume, velocity and/or lack of veracity, placing emphasis on distributed CER over potentially heterogeneous (data variety) event sources. Finally, we highlight future research directions in the field. en
Type of ItemΔημοσίευση σε Συνέδριοel
Type of ItemConference Publicationen
Licensehttp://creativecommons.org/licenses/by/4.0/en
Date of Item2018-04-23-
Date of Publication2017-
SubjectEvent processingen
SubjectComplex Event Recognitionen
Bibliographic CitationN. Giatrakos, A. Artikis, A. Deligiannakis and M. Garofalakis, "Complex event recognition in the big data era," in 43rd International Conference on Very Large Data Bases, 2017, pp. 1996-1999. doi: 10.14778/3137765.3137829en

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