Matches in SemOpenAlex for { <https://semopenalex.org/work/W3102000528> ?p ?o ?g. }
Showing items 1 to 89 of
89
with 100 items per page.
- W3102000528 abstract "We present a practical approach for processing mobile sensor time series data for continual deep learning predictions. The approach comprises data cleaning, normalization, capping, time-based compression, and finally classification with a recurrent neural network. We demonstrate the effectiveness of the approach in a case study with 279 participants. On the basis of sparse sensor events, the network continually predicts whether the participants would attend to a notification within 10 minutes. Compared to a random baseline, the classifier achieves a 40% performance increase (AUC of 0.702) on a withheld test set. This approach allows to forgo resource-intensive, domain-specific, error-prone feature engineering, which may drastically increase the applicability of machine learning to mobile phone sensor data." @default.
- W3102000528 created "2020-11-23" @default.
- W3102000528 creator A5010295611 @default.
- W3102000528 creator A5034062227 @default.
- W3102000528 creator A5061340672 @default.
- W3102000528 creator A5066833626 @default.
- W3102000528 date "2017-06-23" @default.
- W3102000528 modified "2023-10-14" @default.
- W3102000528 title "Practical Processing of Mobile Sensor Data for Continual Deep Learning Predictions" @default.
- W3102000528 cites W1677182931 @default.
- W3102000528 cites W1685619946 @default.
- W3102000528 cites W1991539813 @default.
- W3102000528 cites W2060118520 @default.
- W3102000528 cites W2064675550 @default.
- W3102000528 cites W2137100320 @default.
- W3102000528 cites W2163493157 @default.
- W3102000528 cites W2394679689 @default.
- W3102000528 cites W2553915786 @default.
- W3102000528 cites W2604757304 @default.
- W3102000528 cites W4297903724 @default.
- W3102000528 doi "https://doi.org/10.1145/3089801.3089802" @default.
- W3102000528 hasPublicationYear "2017" @default.
- W3102000528 type Work @default.
- W3102000528 sameAs 3102000528 @default.
- W3102000528 citedByCount "7" @default.
- W3102000528 countsByYear W31020005282018 @default.
- W3102000528 countsByYear W31020005282019 @default.
- W3102000528 countsByYear W31020005282020 @default.
- W3102000528 countsByYear W31020005282021 @default.
- W3102000528 countsByYear W31020005282023 @default.
- W3102000528 crossrefType "proceedings-article" @default.
- W3102000528 hasAuthorship W3102000528A5010295611 @default.
- W3102000528 hasAuthorship W3102000528A5034062227 @default.
- W3102000528 hasAuthorship W3102000528A5061340672 @default.
- W3102000528 hasAuthorship W3102000528A5066833626 @default.
- W3102000528 hasBestOaLocation W31020005282 @default.
- W3102000528 hasConcept C108583219 @default.
- W3102000528 hasConcept C119857082 @default.
- W3102000528 hasConcept C124101348 @default.
- W3102000528 hasConcept C136886441 @default.
- W3102000528 hasConcept C144024400 @default.
- W3102000528 hasConcept C154945302 @default.
- W3102000528 hasConcept C19165224 @default.
- W3102000528 hasConcept C24590314 @default.
- W3102000528 hasConcept C2777421447 @default.
- W3102000528 hasConcept C2778827112 @default.
- W3102000528 hasConcept C31258907 @default.
- W3102000528 hasConcept C41008148 @default.
- W3102000528 hasConcept C50644808 @default.
- W3102000528 hasConcept C67186912 @default.
- W3102000528 hasConcept C76155785 @default.
- W3102000528 hasConcept C77088390 @default.
- W3102000528 hasConcept C95623464 @default.
- W3102000528 hasConceptScore W3102000528C108583219 @default.
- W3102000528 hasConceptScore W3102000528C119857082 @default.
- W3102000528 hasConceptScore W3102000528C124101348 @default.
- W3102000528 hasConceptScore W3102000528C136886441 @default.
- W3102000528 hasConceptScore W3102000528C144024400 @default.
- W3102000528 hasConceptScore W3102000528C154945302 @default.
- W3102000528 hasConceptScore W3102000528C19165224 @default.
- W3102000528 hasConceptScore W3102000528C24590314 @default.
- W3102000528 hasConceptScore W3102000528C2777421447 @default.
- W3102000528 hasConceptScore W3102000528C2778827112 @default.
- W3102000528 hasConceptScore W3102000528C31258907 @default.
- W3102000528 hasConceptScore W3102000528C41008148 @default.
- W3102000528 hasConceptScore W3102000528C50644808 @default.
- W3102000528 hasConceptScore W3102000528C67186912 @default.
- W3102000528 hasConceptScore W3102000528C76155785 @default.
- W3102000528 hasConceptScore W3102000528C77088390 @default.
- W3102000528 hasConceptScore W3102000528C95623464 @default.
- W3102000528 hasLocation W31020005281 @default.
- W3102000528 hasLocation W31020005282 @default.
- W3102000528 hasLocation W31020005283 @default.
- W3102000528 hasOpenAccess W3102000528 @default.
- W3102000528 hasPrimaryLocation W31020005281 @default.
- W3102000528 hasRelatedWork W2942650110 @default.
- W3102000528 hasRelatedWork W2968586400 @default.
- W3102000528 hasRelatedWork W4223943233 @default.
- W3102000528 hasRelatedWork W4225161397 @default.
- W3102000528 hasRelatedWork W4281986673 @default.
- W3102000528 hasRelatedWork W4312200629 @default.
- W3102000528 hasRelatedWork W4360585206 @default.
- W3102000528 hasRelatedWork W4364306694 @default.
- W3102000528 hasRelatedWork W4380075502 @default.
- W3102000528 hasRelatedWork W4380086463 @default.
- W3102000528 isParatext "false" @default.
- W3102000528 isRetracted "false" @default.
- W3102000528 magId "3102000528" @default.
- W3102000528 workType "article" @default.