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A service-agnostic ...
A service-agnostic method for predicting service metrics in real-time
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- Yanggratoke, Rerngvit, 1983- (författare)
- KTH,ACCESS Linnaeus Centre,Kommunikationsnät,Kommunikationsnät, Communication Networks
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- Ahmed, Jawwad (författare)
- Ericsson Research, Sweden
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- Ardelius, John (författare)
- Swedish Institute of Computer Science (SICS), Sweden
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visa fler...
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- Flinta, Christoffer (författare)
- Ericsson Research, Sweden
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- Johnsson, Andreas (författare)
- Ericsson Research, Sweden
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- Gillblad, Daniel (författare)
- Swedish Institute of Computer Science (SICS), Sweden
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- Stadler, Rolf (författare)
- KTH,Kommunikationsnät,ACCESS Linnaeus Centre
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visa färre...
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(creator_code:org_t)
- Engelska.
- Relaterad länk:
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https://urn.kb.se/re...
Abstract
Ämnesord
Stäng
- We predict performance metrics of cloud services using statistical learning, whereby the behavior of a system is learned from observations. Specifically, we collect device and network statistics from a cloud testbed and apply regression methods to predict, in real-time, client-side service metrics for video streaming and key-value store services. Our method is service agnostic in the sense that it takes as input operating-systems and network statistics instead of service-specific metrics. We show that feature set reduction significantly improves the prediction accuracy in our case, while simultaneously reducing model computation time. We find that the prediction accuracy decreases when, instead of a single service, both services run on the same testbed simultaneously or when the network quality on the path between the server cluster and the client deteriorates. Finally, we discuss the design and implementation of a real-time analytics engine, which processes streams of device statistics and service metrics from testbed sensors and produces model predictions through online learning.
Ämnesord
- TEKNIK OCH TEKNOLOGIER -- Elektroteknik och elektronik -- Datorsystem (hsv//swe)
- ENGINEERING AND TECHNOLOGY -- Electrical Engineering, Electronic Engineering, Information Engineering -- Computer Systems (hsv//eng)
- TEKNIK OCH TEKNOLOGIER -- Elektroteknik och elektronik -- Kommunikationssystem (hsv//swe)
- ENGINEERING AND TECHNOLOGY -- Electrical Engineering, Electronic Engineering, Information Engineering -- Communication Systems (hsv//eng)
- TEKNIK OCH TEKNOLOGIER -- Elektroteknik och elektronik -- Telekommunikation (hsv//swe)
- ENGINEERING AND TECHNOLOGY -- Electrical Engineering, Electronic Engineering, Information Engineering -- Telecommunications (hsv//eng)
Nyckelord
- Quality of service
- cloud computing
- network analytics
- statistical learning
- machine learning
Publikations- och innehållstyp
- vet (ämneskategori)
- ovr (ämneskategori)