Matches in SemOpenAlex for { <https://semopenalex.org/work/W3185492777> ?p ?o ?g. }
Showing items 1 to 87 of
87
with 100 items per page.
- W3185492777 abstract "Human Activity Recognition (HAR), using machine learning to identify times spent (for example) walking, sitting, and standing, is widely used in health and wellness wearable devices, in ambient assistant living devices, and in rehabilitation. In this paper, a stacked Long Short-Term Memory (LSTM) structure is designed for HAR to be implemented on a smartphone. The use of an edge device for the processing means that the raw collected data does not need to be passed to the cloud for processing, mitigating potential bandwidth, power consumption, and privacy concerns. Our offline prototype model achieves 92.8% classification accuracy when classifying 6 activities using a public dataset. Quantization techniques are shown to reduce the model’s weight representations to achieve a >30x model size reduction for improved use on a smartphone. The end result is an on-phone HAR model with accuracy of 92.7% and a memory footprint of 27 KB." @default.
- W3185492777 created "2021-08-02" @default.
- W3185492777 creator A5032604276 @default.
- W3185492777 creator A5085362283 @default.
- W3185492777 date "2021-11-01" @default.
- W3185492777 modified "2023-10-01" @default.
- W3185492777 title "Design and optimization of a TensorFlow Lite deep learning neural network for human activity recognition on a smartphone" @default.
- W3185492777 cites W2012557818 @default.
- W3185492777 cites W2054780155 @default.
- W3185492777 cites W2342792048 @default.
- W3185492777 cites W2416799949 @default.
- W3185492777 cites W2736191430 @default.
- W3185492777 cites W2955610802 @default.
- W3185492777 cites W2974827766 @default.
- W3185492777 cites W2998376881 @default.
- W3185492777 cites W3016856208 @default.
- W3185492777 doi "https://doi.org/10.1109/embc46164.2021.9629549" @default.
- W3185492777 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/34892721" @default.
- W3185492777 hasPublicationYear "2021" @default.
- W3185492777 type Work @default.
- W3185492777 sameAs 3185492777 @default.
- W3185492777 citedByCount "2" @default.
- W3185492777 countsByYear W31854927772022 @default.
- W3185492777 countsByYear W31854927772023 @default.
- W3185492777 crossrefType "proceedings-article" @default.
- W3185492777 hasAuthorship W3185492777A5032604276 @default.
- W3185492777 hasAuthorship W3185492777A5085362283 @default.
- W3185492777 hasConcept C108583219 @default.
- W3185492777 hasConcept C111919701 @default.
- W3185492777 hasConcept C119857082 @default.
- W3185492777 hasConcept C121332964 @default.
- W3185492777 hasConcept C121687571 @default.
- W3185492777 hasConcept C138885662 @default.
- W3185492777 hasConcept C149635348 @default.
- W3185492777 hasConcept C150594956 @default.
- W3185492777 hasConcept C154945302 @default.
- W3185492777 hasConcept C163258240 @default.
- W3185492777 hasConcept C2778707766 @default.
- W3185492777 hasConcept C29794715 @default.
- W3185492777 hasConcept C2984118289 @default.
- W3185492777 hasConcept C41008148 @default.
- W3185492777 hasConcept C41895202 @default.
- W3185492777 hasConcept C50644808 @default.
- W3185492777 hasConcept C54290928 @default.
- W3185492777 hasConcept C557433098 @default.
- W3185492777 hasConcept C62520636 @default.
- W3185492777 hasConcept C74912251 @default.
- W3185492777 hasConcept C79974875 @default.
- W3185492777 hasConceptScore W3185492777C108583219 @default.
- W3185492777 hasConceptScore W3185492777C111919701 @default.
- W3185492777 hasConceptScore W3185492777C119857082 @default.
- W3185492777 hasConceptScore W3185492777C121332964 @default.
- W3185492777 hasConceptScore W3185492777C121687571 @default.
- W3185492777 hasConceptScore W3185492777C138885662 @default.
- W3185492777 hasConceptScore W3185492777C149635348 @default.
- W3185492777 hasConceptScore W3185492777C150594956 @default.
- W3185492777 hasConceptScore W3185492777C154945302 @default.
- W3185492777 hasConceptScore W3185492777C163258240 @default.
- W3185492777 hasConceptScore W3185492777C2778707766 @default.
- W3185492777 hasConceptScore W3185492777C29794715 @default.
- W3185492777 hasConceptScore W3185492777C2984118289 @default.
- W3185492777 hasConceptScore W3185492777C41008148 @default.
- W3185492777 hasConceptScore W3185492777C41895202 @default.
- W3185492777 hasConceptScore W3185492777C50644808 @default.
- W3185492777 hasConceptScore W3185492777C54290928 @default.
- W3185492777 hasConceptScore W3185492777C557433098 @default.
- W3185492777 hasConceptScore W3185492777C62520636 @default.
- W3185492777 hasConceptScore W3185492777C74912251 @default.
- W3185492777 hasConceptScore W3185492777C79974875 @default.
- W3185492777 hasLocation W31854927771 @default.
- W3185492777 hasLocation W31854927772 @default.
- W3185492777 hasOpenAccess W3185492777 @default.
- W3185492777 hasPrimaryLocation W31854927771 @default.
- W3185492777 hasRelatedWork W2101535084 @default.
- W3185492777 hasRelatedWork W2623354133 @default.
- W3185492777 hasRelatedWork W2748818549 @default.
- W3185492777 hasRelatedWork W2950370906 @default.
- W3185492777 hasRelatedWork W3097068272 @default.
- W3185492777 hasRelatedWork W3135542633 @default.
- W3185492777 hasRelatedWork W3201415729 @default.
- W3185492777 hasRelatedWork W4296825921 @default.
- W3185492777 hasRelatedWork W4304142225 @default.
- W3185492777 hasRelatedWork W4379876715 @default.
- W3185492777 isParatext "false" @default.
- W3185492777 isRetracted "false" @default.
- W3185492777 magId "3185492777" @default.
- W3185492777 workType "article" @default.