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dc.contributor.authorHasan, Souleiman
dc.contributor.authorCurry, Edward
dc.date.accessioned2014-11-17T10:54:25Z
dc.date.available2014-11-17T10:54:25Z
dc.date.issued2014-12-08
dc.identifier.citationSouleiman Hassan, Edward Curry, "Thematic Event Processing", In ACM/IFIP/USENIX Middleware conference 2014.en_US
dc.identifier.urihttp://hdl.handle.net/10379/4728
dc.descriptionConference paperen_US
dc.description.abstractEvent-based systems follow a decoupled mode of interaction between event producers and consumers in space, time, and synchronization to enable scalability within distributed systems. We recognize a fourth dimension of coupling due to the need for mutual agreements on terms that describe event types, attributes, and values. Semantic coupling is challenging in large-scale, open, and heterogeneous environments such as the Internet of Things (IoT). It requires event producers and consumers to agree on event semantics and can limit scalability due to the di culties in establishing such agreements. In this paper we propose a new thematic event processing approach based on enhancing events and subscriptions with terms representing their themes to clarify their domains and meanings in addition to their payload. Experiments conducted using large heterogeneous sets of smart-city and energy management events suggest up to 85% of matching accuracy at a rate of 500 events/sec of throughput. This represents around 15% improvement in accuracy and 150% in throughput over non-thematic approaches. This suggests the viability of thematic event processing to scale to environments such as the IoT.en_US
dc.formatapplication/pdfen_US
dc.language.isoenen_US
dc.publisherACMen_US
dc.rightsAttribution-NonCommercial-NoDerivs 3.0 Ireland
dc.rights.urihttps://creativecommons.org/licenses/by-nc-nd/3.0/ie/
dc.subjectAlgorithmsen_US
dc.subjectExperimentationen_US
dc.subjectPerformanceen_US
dc.subjectLanguagesen_US
dc.subjectApproximate matchingen_US
dc.subjectDistributional semanticsen_US
dc.subjectEvent processingen_US
dc.subjectInternet of Thingsen_US
dc.subjectSemantic matchingen_US
dc.subjectTheme tagsen_US
dc.subjectUncertaintyen_US
dc.titleThematic Event Processingen_US
dc.typeConference Paperen_US
dc.local.publishedsourcehttp://2014.middleware-conference.org/program/accepted/en_US
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Attribution-NonCommercial-NoDerivs 3.0 Ireland
Except where otherwise noted, this item's license is described as Attribution-NonCommercial-NoDerivs 3.0 Ireland