FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4280498823> ?p ?o ?g. }

• W4280498823 endingPage "335" @default.
• W4280498823 startingPage "323" @default.
• W4280498823 abstract "With the popularity of Internet of Things (IoT), edge computing and cloud computing, more and more stream analytics applications are being developed including real-time trend prediction and object detection on top of IoT sensing data. One popular type of stream analytics is the recurrent neural network (RNN) deep learning model based time series or sequence data prediction and forecasting. Different from traditional analytics that assumes data are available ahead of time and will not change, stream analytics deals with data that are being generated continuously and data trend/distribution could change (a.k.a. concept drift), which will cause prediction/forecasting accuracy to drop over time. One other challenge is to find the best resource provisioning for stream analytics to achieve good overall latency. In this paper, we study how to best leverage edge and cloud resources to achieve better accuracy and latency for stream analytics using a type of RNN model called long short-term memory (LSTM). We propose a novel edge-cloud integrated framework for hybrid stream analytics that supports low latency inference on the edge and high capacity training on the cloud. To achieve flexible deployment, we study different approaches of deploying our hybrid learning framework including edge-centric, cloud-centric and edge-cloud integrated. Further, our hybrid learning framework can dynamically combine inference results from an LSTM model pre-trained based on historical data and another LSTM model re-trained periodically based on the most recent data. Using real-world and simulated stream datasets, our experiments show the proposed edge-cloud deployment is the best among all three deployment types in terms of latency. For accuracy, the experiments show our dynamic learning approach performs the best among all learning approaches for all three concept drift scenarios." @default.
• W4280498823 created "2022-05-22" @default.
• W4280498823 creator A5003329310 @default.
• W4280498823 creator A5006822602 @default.
• W4280498823 creator A5011446483 @default.
• W4280498823 creator A5051208435 @default.
• W4280498823 creator A5051468194 @default.
• W4280498823 creator A5072222941 @default.
• W4280498823 date "2022-12-01" @default.
• W4280498823 modified "2023-10-01" @default.
• W4280498823 title "An edge–cloud integrated framework for flexible and dynamic stream analytics" @default.
• W4280498823 cites W2099419573 @default.
• W4280498823 cites W2102148524 @default.
• W4280498823 cites W2155806188 @default.
• W4280498823 cites W2167917621 @default.
• W4280498823 cites W2526868004 @default.
• W4280498823 cites W2537240387 @default.
• W4280498823 cites W2773675312 @default.
• W4280498823 cites W2804964665 @default.
• W4280498823 cites W2964248614 @default.
• W4280498823 cites W2974582756 @default.
• W4280498823 cites W2981850489 @default.
• W4280498823 cites W2988015189 @default.
• W4280498823 cites W3022627217 @default.
• W4280498823 cites W3119087294 @default.
• W4280498823 cites W3139478953 @default.
• W4280498823 cites W3157626505 @default.
• W4280498823 cites W3163857886 @default.
• W4280498823 cites W3173515311 @default.
• W4280498823 doi "https://doi.org/10.1016/j.future.2022.07.023" @default.
• W4280498823 hasPublicationYear "2022" @default.
• W4280498823 type Work @default.
• W4280498823 citedByCount "0" @default.
• W4280498823 crossrefType "journal-article" @default.
• W4280498823 hasAuthorship W4280498823A5003329310 @default.
• W4280498823 hasAuthorship W4280498823A5006822602 @default.
• W4280498823 hasAuthorship W4280498823A5011446483 @default.
• W4280498823 hasAuthorship W4280498823A5051208435 @default.
• W4280498823 hasAuthorship W4280498823A5051468194 @default.
• W4280498823 hasAuthorship W4280498823A5072222941 @default.
• W4280498823 hasBestOaLocation W42804988232 @default.
• W4280498823 hasConcept C107027933 @default.
• W4280498823 hasConcept C111919701 @default.
• W4280498823 hasConcept C119857082 @default.
• W4280498823 hasConcept C120314980 @default.
• W4280498823 hasConcept C124101348 @default.
• W4280498823 hasConcept C138236772 @default.
• W4280498823 hasConcept C154945302 @default.
• W4280498823 hasConcept C162307627 @default.
• W4280498823 hasConcept C172191483 @default.
• W4280498823 hasConcept C175801342 @default.
• W4280498823 hasConcept C2776214188 @default.
• W4280498823 hasConcept C2778456923 @default.
• W4280498823 hasConcept C31258907 @default.
• W4280498823 hasConcept C41008148 @default.
• W4280498823 hasConcept C79158427 @default.
• W4280498823 hasConcept C79974875 @default.
• W4280498823 hasConceptScore W4280498823C107027933 @default.
• W4280498823 hasConceptScore W4280498823C111919701 @default.
• W4280498823 hasConceptScore W4280498823C119857082 @default.
• W4280498823 hasConceptScore W4280498823C120314980 @default.
• W4280498823 hasConceptScore W4280498823C124101348 @default.
• W4280498823 hasConceptScore W4280498823C138236772 @default.
• W4280498823 hasConceptScore W4280498823C154945302 @default.
• W4280498823 hasConceptScore W4280498823C162307627 @default.
• W4280498823 hasConceptScore W4280498823C172191483 @default.
• W4280498823 hasConceptScore W4280498823C175801342 @default.
• W4280498823 hasConceptScore W4280498823C2776214188 @default.
• W4280498823 hasConceptScore W4280498823C2778456923 @default.
• W4280498823 hasConceptScore W4280498823C31258907 @default.
• W4280498823 hasConceptScore W4280498823C41008148 @default.
• W4280498823 hasConceptScore W4280498823C79158427 @default.
• W4280498823 hasConceptScore W4280498823C79974875 @default.
• W4280498823 hasFunder F4320306076 @default.
• W4280498823 hasFunder F4320306106 @default.
• W4280498823 hasFunder F4320307762 @default.
• W4280498823 hasFunder F4320332447 @default.
• W4280498823 hasFunder F4320338295 @default.
• W4280498823 hasLocation W42804988231 @default.
• W4280498823 hasLocation W42804988232 @default.
• W4280498823 hasLocation W42804988233 @default.
• W4280498823 hasOpenAccess W4280498823 @default.
• W4280498823 hasPrimaryLocation W42804988231 @default.
• W4280498823 hasRelatedWork W2804912624 @default.
• W4280498823 hasRelatedWork W2887364674 @default.
• W4280498823 hasRelatedWork W2945616868 @default.
• W4280498823 hasRelatedWork W2995654207 @default.
• W4280498823 hasRelatedWork W3211897977 @default.
• W4280498823 hasRelatedWork W4200351558 @default.
• W4280498823 hasRelatedWork W4226427977 @default.
• W4280498823 hasRelatedWork W4229981831 @default.
• W4280498823 hasRelatedWork W4280498823 @default.
• W4280498823 hasRelatedWork W4289709331 @default.
• W4280498823 hasVolume "137" @default.
• W4280498823 isParatext "false" @default.
• W4280498823 isRetracted "false" @default.
• W4280498823 workType "article" @default.