dc.contributor.author | Casagrande, Flavia Dias | |
dc.contributor.author | Tørresen, Jim | |
dc.contributor.author | Zouganeli, Evi | |
dc.date.accessioned | 2019-06-25T12:22:10Z | |
dc.date.accessioned | 2019-08-29T08:12:31Z | |
dc.date.available | 2019-06-25T12:22:10Z | |
dc.date.available | 2019-08-29T08:12:31Z | |
dc.date.issued | 2018 | |
dc.identifier.citation | Casagrande FDC, Tørresen J, Zouganeli E P. Sensor Event Prediction using Recurrent Neural Network in Smart Homes for Older Adults. In: 2018 International Conference on Intelligent Systems (IS). IEEE; 2018. p 662 - 668. | en |
dc.identifier.isbn | 978-1-5386-7097-2 | |
dc.identifier.uri | https://hdl.handle.net/10642/7490 | |
dc.description.abstract | We present preliminary results on sensor data prediction in a smart home environment with a limited number of binary sensors. The data has been collected from a real home with one resident over a period of 17 weeks. We apply Recurrent Neural Network with Long Short-Term Memory to a text sequence derived from the sensors’ events to predict the next event in a sequence. We compare our system’s characteristics and results to a baseline method and to similar work in the area. Our implementation achieved a peak accuracy of 69% for a set with 13 sensors in total - motion, magnetic and power sensors - and 75% for five motion sensors. | en |
dc.description.sponsorship | Financed by the Norwegian Research Council under the SAMANSVAR programme (247620/O70). | en |
dc.language.iso | en | en |
dc.publisher | IEEE | en |
dc.relation.ispartofseries | 2018 International Conference on Intelligent Systems (IS); | |
dc.rights | © 2018 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. | en |
dc.subject | Recurrent neural networks | en |
dc.subject | Binary sensors | en |
dc.subject | Sensor data prediction | en |
dc.subject | Smart homes | en |
dc.title | Sensor Event Prediction using Recurrent Neural Network in Smart Homes for Older Adults | en |
dc.type | Chapter | en |
dc.type | Chapter | |
dc.type | Peer reviewed | en |
dc.date.updated | 2019-06-25T12:22:10Z | |
dc.description.version | acceptedVersion | en |
dc.identifier.doi | https://dx.doi.org/10.1109/IS.2018.8710467 | |
dc.identifier.cristin | 1707669 | |
dc.relation.projectID | Norges forskningsråd: 247620 | |
dc.source.isbn | 978-1-5386-7098-9 | |