Matches in SemOpenAlex for { <https://semopenalex.org/work/W2296461152> ?p ?o ?g. }
Showing items 1 to 92 of
92
with 100 items per page.
- W2296461152 abstract "As mobile and personal health devices gain in popularity, increasing amounts of data is collected via their embedded sensors such as heart rate monitors and accelerometers. Data analytics and more specifically machine learning algorithms can transform this data into actionable information to improve personal healthcare and quality of life. The main objective of this study is to develop an algorithmic classification framework using feed-forward multilayer perceptrons and statistically rich spectrotemporal features to recognize daily activities based on 3-axis acceleration data. A multitude of MLP topologies and setups, such as different numbers and sizes of hidden layers, supervised output structuring, etc. are tested to comprehensively analyze the clustering capabilities of the artificial neural network for a wide-range of settings. In addition, the contribution of subset of features to classification accuracy is studied to identify respective information potentials and further improve accuracy. Publicly available wrist-worn accelerometer dataset from University of California Irvine's machine learning repository is used for fair comparison with the most recent literature published using the same dataset. Results indicate a significant improvement in recognition rate where the overall accuracy over seven selected activity classes is 91% compared to 54% of the latest publication using the same dataset." @default.
- W2296461152 created "2016-06-24" @default.
- W2296461152 creator A5028155374 @default.
- W2296461152 creator A5073199258 @default.
- W2296461152 creator A5073587241 @default.
- W2296461152 creator A5075243103 @default.
- W2296461152 date "2015-12-01" @default.
- W2296461152 modified "2023-09-27" @default.
- W2296461152 title "Inertia Based Recognition of Daily Activities with ANNs and Spectrotemporal Features" @default.
- W2296461152 cites W1976193075 @default.
- W2296461152 cites W1979613719 @default.
- W2296461152 cites W2013582641 @default.
- W2296461152 cites W2016601971 @default.
- W2296461152 cites W2023302299 @default.
- W2296461152 cites W2051812123 @default.
- W2296461152 cites W2061179798 @default.
- W2296461152 cites W2104992654 @default.
- W2296461152 cites W2127299831 @default.
- W2296461152 doi "https://doi.org/10.1109/icmla.2015.220" @default.
- W2296461152 hasPublicationYear "2015" @default.
- W2296461152 type Work @default.
- W2296461152 sameAs 2296461152 @default.
- W2296461152 citedByCount "7" @default.
- W2296461152 countsByYear W22964611522015 @default.
- W2296461152 countsByYear W22964611522018 @default.
- W2296461152 countsByYear W22964611522019 @default.
- W2296461152 countsByYear W22964611522020 @default.
- W2296461152 countsByYear W22964611522021 @default.
- W2296461152 crossrefType "proceedings-article" @default.
- W2296461152 hasAuthorship W2296461152A5028155374 @default.
- W2296461152 hasAuthorship W2296461152A5073199258 @default.
- W2296461152 hasAuthorship W2296461152A5073587241 @default.
- W2296461152 hasAuthorship W2296461152A5075243103 @default.
- W2296461152 hasConcept C111919701 @default.
- W2296461152 hasConcept C119857082 @default.
- W2296461152 hasConcept C121687571 @default.
- W2296461152 hasConcept C124101348 @default.
- W2296461152 hasConcept C149635348 @default.
- W2296461152 hasConcept C150594956 @default.
- W2296461152 hasConcept C153180895 @default.
- W2296461152 hasConcept C154945302 @default.
- W2296461152 hasConcept C179717631 @default.
- W2296461152 hasConcept C29794715 @default.
- W2296461152 hasConcept C41008148 @default.
- W2296461152 hasConcept C50644808 @default.
- W2296461152 hasConcept C60908668 @default.
- W2296461152 hasConcept C73555534 @default.
- W2296461152 hasConcept C79158427 @default.
- W2296461152 hasConcept C89805583 @default.
- W2296461152 hasConceptScore W2296461152C111919701 @default.
- W2296461152 hasConceptScore W2296461152C119857082 @default.
- W2296461152 hasConceptScore W2296461152C121687571 @default.
- W2296461152 hasConceptScore W2296461152C124101348 @default.
- W2296461152 hasConceptScore W2296461152C149635348 @default.
- W2296461152 hasConceptScore W2296461152C150594956 @default.
- W2296461152 hasConceptScore W2296461152C153180895 @default.
- W2296461152 hasConceptScore W2296461152C154945302 @default.
- W2296461152 hasConceptScore W2296461152C179717631 @default.
- W2296461152 hasConceptScore W2296461152C29794715 @default.
- W2296461152 hasConceptScore W2296461152C41008148 @default.
- W2296461152 hasConceptScore W2296461152C50644808 @default.
- W2296461152 hasConceptScore W2296461152C60908668 @default.
- W2296461152 hasConceptScore W2296461152C73555534 @default.
- W2296461152 hasConceptScore W2296461152C79158427 @default.
- W2296461152 hasConceptScore W2296461152C89805583 @default.
- W2296461152 hasLocation W22964611521 @default.
- W2296461152 hasOpenAccess W2296461152 @default.
- W2296461152 hasPrimaryLocation W22964611521 @default.
- W2296461152 hasRelatedWork W1820849097 @default.
- W2296461152 hasRelatedWork W1968670561 @default.
- W2296461152 hasRelatedWork W2023166545 @default.
- W2296461152 hasRelatedWork W2038809132 @default.
- W2296461152 hasRelatedWork W2060860432 @default.
- W2296461152 hasRelatedWork W2094595001 @default.
- W2296461152 hasRelatedWork W2109338340 @default.
- W2296461152 hasRelatedWork W2157140950 @default.
- W2296461152 hasRelatedWork W2168538666 @default.
- W2296461152 hasRelatedWork W2242061526 @default.
- W2296461152 hasRelatedWork W2464892828 @default.
- W2296461152 hasRelatedWork W2565888390 @default.
- W2296461152 hasRelatedWork W2626403372 @default.
- W2296461152 hasRelatedWork W2907243537 @default.
- W2296461152 hasRelatedWork W2928444936 @default.
- W2296461152 hasRelatedWork W2995010057 @default.
- W2296461152 hasRelatedWork W3000647175 @default.
- W2296461152 hasRelatedWork W3124180900 @default.
- W2296461152 hasRelatedWork W3139914785 @default.
- W2296461152 hasRelatedWork W3184946835 @default.
- W2296461152 isParatext "false" @default.
- W2296461152 isRetracted "false" @default.
- W2296461152 magId "2296461152" @default.
- W2296461152 workType "article" @default.