Matches in SemOpenAlex for { <https://semopenalex.org/work/W2999720745> ?p ?o ?g. }
Showing items 1 to 67 of
67
with 100 items per page.
- W2999720745 abstract "While software system development is commonly conducted with explicit rules, machine learning (ML) has been driving a revolution in modern system design. In this paper, we introduce a new prediction-guided paradigm, which leverages ML techniques to support decision-makings for the system itself. In the proposed design, the system would be automatically driven by various type of data, e.g., system workloads, user behaviors, and platform operations, etc. More importantly, it brings a mindset of “proactive” to developers. Some significant issues can be thus eliminated before becoming catastrophe. In order to illustrate the benefits of the proposed paradigm, we present a project showcase, intelligent buffer management, which is used to achieve an optimal trade-off between having sufficiently large buffers to avoid failures and minimizing excess capacity in Microsoft Azure. It is designed in the prediction-guided paradigm to dynamically and proactively adjust the reserved buffer based on customer workload patterns and platform operations. The project not only significantly improves CFR (capacity fulfillment reliability) of tenant growth, but also reduces millions of dollars in COGS (cost of goods sold) for Microsoft." @default.
- W2999720745 created "2020-01-23" @default.
- W2999720745 creator A5001527458 @default.
- W2999720745 creator A5079356390 @default.
- W2999720745 date "2020-02-01" @default.
- W2999720745 modified "2023-09-24" @default.
- W2999720745 title "Prediction-Guided Design for Software Systems" @default.
- W2999720745 cites W2028275455 @default.
- W2999720745 cites W2150145237 @default.
- W2999720745 cites W2884424959 @default.
- W2999720745 cites W2896294883 @default.
- W2999720745 hasPublicationYear "2020" @default.
- W2999720745 type Work @default.
- W2999720745 sameAs 2999720745 @default.
- W2999720745 citedByCount "0" @default.
- W2999720745 crossrefType "proceedings-article" @default.
- W2999720745 hasAuthorship W2999720745A5001527458 @default.
- W2999720745 hasAuthorship W2999720745A5079356390 @default.
- W2999720745 hasConcept C111919701 @default.
- W2999720745 hasConcept C115903868 @default.
- W2999720745 hasConcept C121332964 @default.
- W2999720745 hasConcept C154945302 @default.
- W2999720745 hasConcept C163258240 @default.
- W2999720745 hasConcept C2777904410 @default.
- W2999720745 hasConcept C2778476105 @default.
- W2999720745 hasConcept C2778491294 @default.
- W2999720745 hasConcept C41008148 @default.
- W2999720745 hasConcept C43214815 @default.
- W2999720745 hasConcept C62520636 @default.
- W2999720745 hasConceptScore W2999720745C111919701 @default.
- W2999720745 hasConceptScore W2999720745C115903868 @default.
- W2999720745 hasConceptScore W2999720745C121332964 @default.
- W2999720745 hasConceptScore W2999720745C154945302 @default.
- W2999720745 hasConceptScore W2999720745C163258240 @default.
- W2999720745 hasConceptScore W2999720745C2777904410 @default.
- W2999720745 hasConceptScore W2999720745C2778476105 @default.
- W2999720745 hasConceptScore W2999720745C2778491294 @default.
- W2999720745 hasConceptScore W2999720745C41008148 @default.
- W2999720745 hasConceptScore W2999720745C43214815 @default.
- W2999720745 hasConceptScore W2999720745C62520636 @default.
- W2999720745 hasLocation W29997207451 @default.
- W2999720745 hasOpenAccess W2999720745 @default.
- W2999720745 hasPrimaryLocation W29997207451 @default.
- W2999720745 hasRelatedWork W120608833 @default.
- W2999720745 hasRelatedWork W1239298083 @default.
- W2999720745 hasRelatedWork W133803560 @default.
- W2999720745 hasRelatedWork W1524051139 @default.
- W2999720745 hasRelatedWork W15342498 @default.
- W2999720745 hasRelatedWork W1998324705 @default.
- W2999720745 hasRelatedWork W2123332868 @default.
- W2999720745 hasRelatedWork W2166745345 @default.
- W2999720745 hasRelatedWork W2316114062 @default.
- W2999720745 hasRelatedWork W2317518726 @default.
- W2999720745 hasRelatedWork W2320310440 @default.
- W2999720745 hasRelatedWork W2401479793 @default.
- W2999720745 hasRelatedWork W2403184274 @default.
- W2999720745 hasRelatedWork W2789031204 @default.
- W2999720745 hasRelatedWork W3041797716 @default.
- W2999720745 hasRelatedWork W3094121423 @default.
- W2999720745 hasRelatedWork W3129103624 @default.
- W2999720745 hasRelatedWork W3197673177 @default.
- W2999720745 hasRelatedWork W3014085622 @default.
- W2999720745 hasRelatedWork W3115321954 @default.
- W2999720745 isParatext "false" @default.
- W2999720745 isRetracted "false" @default.
- W2999720745 magId "2999720745" @default.
- W2999720745 workType "article" @default.