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Functional geometric monitoring for distributed streams

Samoladas Vasilis, Garofalakis Minos

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URIhttp://purl.tuc.gr/dl/dias/26827170-47CA-4DD5-9AE2-B52E1CB2C8EC-
Αναγνωριστικόhttps://doi.org/10.5441/002/edbt.2019.09-
Γλώσσαen-
Μέγεθος12 pagesen
ΤίτλοςFunctional geometric monitoring for distributed streamsen
ΔημιουργόςSamoladas Vasilisen
ΔημιουργόςΣαμολαδας Βασιληςel
ΔημιουργόςGarofalakis Minosen
ΔημιουργόςΓαροφαλακης Μινωςel
ΕκδότηςOpenProceedingsen
ΠερίληψηWe introduce Functional Geometric Monitoring (FGM), a substantial theoretical and practical improvement on the core ideas of Geometric Monitoring. Instead of a binary constraint, each site is provided with a non-linear function, which, applied to its local summary vector, projects it to a real number. The sites collectively monitor the sum of these one-dimensional projections and as long as the global sum is subzero, the monitoring bounds are guaranteed. We demonstrate that FGM is as generally applicable as Geometric Monitoring, and provides substantial benefits in terms of performance, scalability, and robustness. In addition, in FGM it is possible to prove worst-case results, under standard monotonicity assumptions on the monitoring problem. In terms of performance, the salient quality of FGM is that it can adapt naturally to adverse changes in the monitored problem, such as lack of monotonicity or very tight monitoring bounds, where no method can deliver asymptotically good performance. We provide formal proofs for many of the properties of FGM, and present an extensive empirical performance evaluation under adverse conditions, on real data.en
ΤύποςΠλήρης Δημοσίευση σε Συνέδριοel
ΤύποςConference Full Paperen
Άδεια Χρήσηςhttp://creativecommons.org/licenses/by/4.0/en
Ημερομηνία2020-10-26-
Ημερομηνία Δημοσίευσης2019-
Θεματική ΚατηγορίαDistributed functional monitoringen
Θεματική ΚατηγορίαDistributed streamingen
Θεματική ΚατηγορίαGeometric monitoringen
Βιβλιογραφική ΑναφοράV. Samoladas and M. Garofalakis, "Functional geometric monitoring for distributed streams," in 22nd International Conference on Extending Database Technology, 2019, pp. 85-96. doi: 10.5441/002/edbt.2019.09en

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