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Towards Specificationless Monitoring of Provenance-Emitting Systems

Stoffers, Martin and Weinert, Alexander (2022) Towards Specificationless Monitoring of Provenance-Emitting Systems. In: 22nd International Conference on Runtime Verification, RV 2022, 13498, pp. 253-263. Springer. 22nd Intl. Conf. on Runtime Verification, 28.-30. Sept. 2022, Tbilisi, Georgien. doi: 10.1007/978-3-031-17196-3_14. ISBN 978-303117195-6. ISSN 0302-9743.

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Official URL: https://link.springer.com/chapter/10.1007/978-3-031-17196-3_14

Abstract

Monitoring often requires insight into the monitored system as well as concrete specifications of expected behavior. More and more systems, however, provide information about their inner procedures by emitting provenance information in a W3C-standardized graph format. In this work, we present an approach to monitor such provenance data for anomalous behavior by performing spectral graph analysis on slices of the constructed provenance graph and by comparing the characteristics of each slice with those of a sliding window over recently seen slices. We argue that this approach not only simplifies the monitoring of heterogeneous distributed systems, but also enables applying a host of well-studied techniques to monitor such systems.

Item URL in elib:https://elib.dlr.de/187690/
Document Type:Conference or Workshop Item (Speech)
Title:Towards Specificationless Monitoring of Provenance-Emitting Systems
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iD
Stoffers, MartinMartin.Stoffers (at) dlr.dehttps://orcid.org/0000-0003-2987-4345
Weinert, AlexanderAlexander.Weinert (at) dlr.dehttps://orcid.org/0000-0001-8143-246X
Date:2022
Journal or Publication Title:22nd International Conference on Runtime Verification, RV 2022
Refereed publication:Yes
Open Access:Yes
Gold Open Access:No
In SCOPUS:Yes
In ISI Web of Science:No
Volume:13498
DOI:10.1007/978-3-031-17196-3_14
Page Range:pp. 253-263
Publisher:Springer
Series Name:Lecture Notes in Computer Science
ISSN:0302-9743
ISBN:978-303117195-6
Status:Published
Keywords:W3C Provenance Runtime Monitoring Spectral Graph Analysis
Event Title:22nd Intl. Conf. on Runtime Verification
Event Location:Tbilisi, Georgien
Event Type:international Conference
Event Dates:28.-30. Sept. 2022
HGF - Research field:other
HGF - Program:other
HGF - Program Themes:other
DLR - Research area:Digitalisation
DLR - Program:D - no assignment
DLR - Research theme (Project):D - no assignment
Location: Köln-Porz
Institutes and Institutions:Institute for Software Technology
Institute for Software Technology > Intelligent and Distributed Systems
Deposited By: Weinert, Alexander
Deposited On:06 Sep 2022 10:07
Last Modified:14 Nov 2022 09:47

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