Predictive complex event processing: A conceptual framework for combining complex event processing and predictive analytics

Lajos Jeno Fülöp, Gabriella Tóth, László Vidács, Árpád Beszédes, Hunor Demeter, Lóránt Farkas

Research output: Conference contribution

27 Citations (Scopus)

Abstract

Complex Event Processing deals with the detection of complex events based on rules and patterns defined by domain experts. Many complex events require real-time detection in order to have enough time for appropriate reactions. However, there are several events (e.g. credit card fraud) that should be prevented proactively before they occur, not just responded after they happened. In this paper, we briefly describe Complex Event Processing (CEP) and Predictive Analytics (PA). Afterwards, we focus on a major future direction of CEP, namely the inclusion of PA technologies into CEP tools and applications. Involving PA opens a wide range of possibilities in several application fields. However, we have observed that only few solutions apply PA techniques. In this paper, we define a conceptual framework which combines CEP and PA and which can be the basis of generic design pattern in the future. The conceptual framework is demonstrated in a proof-of-concept experiment. Finally we provide the results and lessons learned.

Original languageEnglish
Title of host publication5th Balkan Conference in Informatics, BCI 2012 - Proceedings
Pages26-31
Number of pages6
DOIs
Publication statusPublished - okt. 17 2012
Event5th Balkan Conference in Informatics, BCI 2012 - Novi Sad, Serbia
Duration: szept. 16 2012szept. 20 2012

Publication series

NameACM International Conference Proceeding Series

Other

Other5th Balkan Conference in Informatics, BCI 2012
CountrySerbia
CityNovi Sad
Period9/16/129/20/12

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ASJC Scopus subject areas

  • Software
  • Human-Computer Interaction
  • Computer Vision and Pattern Recognition
  • Computer Networks and Communications

Cite this

Fülöp, L. J., Tóth, G., Vidács, L., Beszédes, Á., Demeter, H., & Farkas, L. (2012). Predictive complex event processing: A conceptual framework for combining complex event processing and predictive analytics. In 5th Balkan Conference in Informatics, BCI 2012 - Proceedings (pp. 26-31). (ACM International Conference Proceeding Series). https://doi.org/10.1145/2371316.2371323