Matches in SemOpenAlex for { <https://semopenalex.org/work/W3193763818> ?p ?o ?g. }
Showing items 1 to 100 of
100
with 100 items per page.
- W3193763818 endingPage "328" @default.
- W3193763818 startingPage "310" @default.
- W3193763818 abstract "Building performance models for microservices applications in DevOps is costly and error-prone. Accurate service demand distribution estimation is critical to performance model parameterization. However, traditional service demand estimation methods focus on capturing the mean service demand, disregarding higher-order moments of the distribution. To address this limitation, we propose to estimate higher moments of the service demand distribution for a microservice from monitoring traces. We first generate a closed queueing model to abstract a microservice and model the departure process at the queue node as a Markovian arrival process. This allows formulating the estimation of service demand as an optimization problem, which aims to find the optimal parameters of the first multiple moments of the service demand distribution based on the inter-departure times. We then estimate the service demand distribution with a novel maximum likelihood algorithm, and heuristics to mitigate the computational cost of the optimization process for scalability. We apply our method to real traces from a microservice-based application and demonstrate that its estimations lead to greater prediction accuracy than exponential distributions assumed in traditional service demand estimation approaches." @default.
- W3193763818 created "2021-08-30" @default.
- W3193763818 creator A5042561424 @default.
- W3193763818 creator A5045967404 @default.
- W3193763818 creator A5083739081 @default.
- W3193763818 date "2021-01-01" @default.
- W3193763818 modified "2023-09-28" @default.
- W3193763818 title "Service Demand Distribution Estimation for Microservices Using Markovian Arrival Processes" @default.
- W3193763818 cites W1459540712 @default.
- W3193763818 cites W1486258796 @default.
- W3193763818 cites W1973783754 @default.
- W3193763818 cites W2003058193 @default.
- W3193763818 cites W2003379100 @default.
- W3193763818 cites W2011875989 @default.
- W3193763818 cites W2026701266 @default.
- W3193763818 cites W2028744533 @default.
- W3193763818 cites W2069596643 @default.
- W3193763818 cites W2093663866 @default.
- W3193763818 cites W2098910307 @default.
- W3193763818 cites W2103868202 @default.
- W3193763818 cites W2110167495 @default.
- W3193763818 cites W2122372969 @default.
- W3193763818 cites W2159484301 @default.
- W3193763818 cites W2587689879 @default.
- W3193763818 cites W2610968684 @default.
- W3193763818 cites W2750762682 @default.
- W3193763818 cites W2797751671 @default.
- W3193763818 cites W2803075950 @default.
- W3193763818 cites W2890416397 @default.
- W3193763818 cites W2934678393 @default.
- W3193763818 cites W3011913216 @default.
- W3193763818 cites W3143075161 @default.
- W3193763818 cites W61073513 @default.
- W3193763818 cites W970000760 @default.
- W3193763818 doi "https://doi.org/10.1007/978-3-030-85172-9_17" @default.
- W3193763818 hasPublicationYear "2021" @default.
- W3193763818 type Work @default.
- W3193763818 sameAs 3193763818 @default.
- W3193763818 citedByCount "2" @default.
- W3193763818 countsByYear W31937638182022 @default.
- W3193763818 countsByYear W31937638182023 @default.
- W3193763818 crossrefType "book-chapter" @default.
- W3193763818 hasAuthorship W3193763818A5042561424 @default.
- W3193763818 hasAuthorship W3193763818A5045967404 @default.
- W3193763818 hasAuthorship W3193763818A5083739081 @default.
- W3193763818 hasBestOaLocation W31937638182 @default.
- W3193763818 hasConcept C105795698 @default.
- W3193763818 hasConcept C110121322 @default.
- W3193763818 hasConcept C111919701 @default.
- W3193763818 hasConcept C126255220 @default.
- W3193763818 hasConcept C127413603 @default.
- W3193763818 hasConcept C134306372 @default.
- W3193763818 hasConcept C144133560 @default.
- W3193763818 hasConcept C159886148 @default.
- W3193763818 hasConcept C162853370 @default.
- W3193763818 hasConcept C192163390 @default.
- W3193763818 hasConcept C201995342 @default.
- W3193763818 hasConcept C2778505942 @default.
- W3193763818 hasConcept C2780378061 @default.
- W3193763818 hasConcept C33923547 @default.
- W3193763818 hasConcept C41008148 @default.
- W3193763818 hasConcept C79974875 @default.
- W3193763818 hasConcept C96250715 @default.
- W3193763818 hasConceptScore W3193763818C105795698 @default.
- W3193763818 hasConceptScore W3193763818C110121322 @default.
- W3193763818 hasConceptScore W3193763818C111919701 @default.
- W3193763818 hasConceptScore W3193763818C126255220 @default.
- W3193763818 hasConceptScore W3193763818C127413603 @default.
- W3193763818 hasConceptScore W3193763818C134306372 @default.
- W3193763818 hasConceptScore W3193763818C144133560 @default.
- W3193763818 hasConceptScore W3193763818C159886148 @default.
- W3193763818 hasConceptScore W3193763818C162853370 @default.
- W3193763818 hasConceptScore W3193763818C192163390 @default.
- W3193763818 hasConceptScore W3193763818C201995342 @default.
- W3193763818 hasConceptScore W3193763818C2778505942 @default.
- W3193763818 hasConceptScore W3193763818C2780378061 @default.
- W3193763818 hasConceptScore W3193763818C33923547 @default.
- W3193763818 hasConceptScore W3193763818C41008148 @default.
- W3193763818 hasConceptScore W3193763818C79974875 @default.
- W3193763818 hasConceptScore W3193763818C96250715 @default.
- W3193763818 hasLocation W31937638181 @default.
- W3193763818 hasLocation W31937638182 @default.
- W3193763818 hasOpenAccess W3193763818 @default.
- W3193763818 hasPrimaryLocation W31937638181 @default.
- W3193763818 hasRelatedWork W1985255446 @default.
- W3193763818 hasRelatedWork W2016880249 @default.
- W3193763818 hasRelatedWork W207441337 @default.
- W3193763818 hasRelatedWork W2115454971 @default.
- W3193763818 hasRelatedWork W2798881206 @default.
- W3193763818 hasRelatedWork W2889689418 @default.
- W3193763818 hasRelatedWork W2980727099 @default.
- W3193763818 hasRelatedWork W3013781205 @default.
- W3193763818 hasRelatedWork W3130767031 @default.
- W3193763818 hasRelatedWork W4320035353 @default.
- W3193763818 isParatext "false" @default.
- W3193763818 isRetracted "false" @default.
- W3193763818 magId "3193763818" @default.
- W3193763818 workType "book-chapter" @default.