Luthra, Manisha ; Hennig, Sebastian ; Agnihotri, Pratyush ; Wang, Lin ; Koldehofe, Boris (2019)
Highly Flexible Server Agnostic Complex Event Processing Operators.
20th ACM/IFIP International Middleware Conference. UC Davis, CA, United States (09.12.2019-13.12.2019)
Konferenzveröffentlichung, Bibliographie
Kurzbeschreibung (Abstract)
Complex Event Processing (CEP) is a powerful paradigm that can derive correlations from different data sources for a wide variety of applications such as the Internet of Things. CEP provides semantic units called operators e.g., filter and join, that collectively represent a complex event. In current CEP systems, operators are highly dependent on the programming language and the underlying server. This restricts the capability of provisioning user-defined operators at runtime as well as the flexibility of developing server agnostic custom operators.
In this paper, we provide a serverless CEP architecture, which offers developers the flexibility to design operators in any language and integrate them at runtime. We embed operators in the function as a service model of serverless architecture. This is very beneficial for applications such as financial fraud detection where complex machine learning operators must be integrated at runtime to avoid service disruption. We show using our preliminary evaluation that only with minimal overhead in latency, we can offer highly flexible server agnostic CEP operators.
| Typ des Eintrags: | Konferenzveröffentlichung |
|---|---|
| Erschienen: | 2019 |
| Autor(en): | Luthra, Manisha ; Hennig, Sebastian ; Agnihotri, Pratyush ; Wang, Lin ; Koldehofe, Boris |
| Art des Eintrags: | Bibliographie |
| Titel: | Highly Flexible Server Agnostic Complex Event Processing Operators |
| Sprache: | Englisch |
| Publikationsjahr: | Dezember 2019 |
| Veranstaltungstitel: | 20th ACM/IFIP International Middleware Conference |
| Veranstaltungsort: | UC Davis, CA, United States |
| Veranstaltungsdatum: | 09.12.2019-13.12.2019 |
| Kurzbeschreibung (Abstract): | Complex Event Processing (CEP) is a powerful paradigm that can derive correlations from different data sources for a wide variety of applications such as the Internet of Things. CEP provides semantic units called operators e.g., filter and join, that collectively represent a complex event. In current CEP systems, operators are highly dependent on the programming language and the underlying server. This restricts the capability of provisioning user-defined operators at runtime as well as the flexibility of developing server agnostic custom operators. In this paper, we provide a serverless CEP architecture, which offers developers the flexibility to design operators in any language and integrate them at runtime. We embed operators in the function as a service model of serverless architecture. This is very beneficial for applications such as financial fraud detection where complex machine learning operators must be integrated at runtime to avoid service disruption. We show using our preliminary evaluation that only with minimal overhead in latency, we can offer highly flexible server agnostic CEP operators. |
| Freie Schlagworte: | C7 |
| Fachbereich(e)/-gebiet(e): | 18 Fachbereich Elektrotechnik und Informationstechnik 18 Fachbereich Elektrotechnik und Informationstechnik > Institut für Datentechnik 18 Fachbereich Elektrotechnik und Informationstechnik > Institut für Datentechnik > Multimedia Kommunikation 20 Fachbereich Informatik 20 Fachbereich Informatik > Telekooperation DFG-Sonderforschungsbereiche (inkl. Transregio) DFG-Sonderforschungsbereiche (inkl. Transregio) > Sonderforschungsbereiche DFG-Sonderforschungsbereiche (inkl. Transregio) > Sonderforschungsbereiche > SFB 1053: MAKI – Multi-Mechanismen-Adaption für das künftige Internet DFG-Sonderforschungsbereiche (inkl. Transregio) > Sonderforschungsbereiche > SFB 1053: MAKI – Multi-Mechanismen-Adaption für das künftige Internet > C: Kommunikationsmechanismen DFG-Sonderforschungsbereiche (inkl. Transregio) > Sonderforschungsbereiche > SFB 1053: MAKI – Multi-Mechanismen-Adaption für das künftige Internet > C: Kommunikationsmechanismen > Teilprojekt C2: Informationszentrische Sicht |
| Hinterlegungsdatum: | 29 Okt 2019 06:45 |
| Letzte Änderung: | 29 Okt 2019 06:45 |
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