Publication
Smartphone-based Transport Mode Detection for Elderly Care
dc.contributor.author | Cardoso, Nuno | |
dc.contributor.author | Madureira, João | |
dc.contributor.author | Pereira, Nuno | |
dc.date.accessioned | 2017-07-14T09:44:45Z | |
dc.date.embargo | 2117 | |
dc.date.issued | 2016 | |
dc.description.abstract | Smartphones are everywhere, and they are a very attractive platform to perform unobtrusive monitoring of users. In this work, we use common features of modern smartphones to build a human activity recognition (HAR) system for elderly care. We have built a classifier that detects the transport mode of the user including whether an individual is inactive, walking, in bus, in car, in train or in metro. We evaluated our approach using over 24 hours of transportation data from a group of 15 individuals. Our tests show that our classifier can detect the transportation mode with over 90% accuracy. | pt_PT |
dc.description.version | info:eu-repo/semantics/publishedVersion | pt_PT |
dc.identifier.doi | 10.1109/HealthCom.2016.7749465 | pt_PT |
dc.identifier.uri | http://hdl.handle.net/10400.22/10069 | |
dc.language.iso | eng | pt_PT |
dc.publisher | Institute of Electrical and Electronics Engineers | pt_PT |
dc.relation.ispartofseries | Healthcom;2016 | |
dc.relation.publisherversion | http://ieeexplore.ieee.org/document/7749465/ | pt_PT |
dc.subject | Inertial Sensors | pt_PT |
dc.subject | Accelerometer | pt_PT |
dc.subject | Classification Algorithms | pt_PT |
dc.subject | Transport Detection | pt_PT |
dc.subject | Smartphones | pt_PT |
dc.title | Smartphone-based Transport Mode Detection for Elderly Care | pt_PT |
dc.type | journal article | |
dspace.entity.type | Publication | |
oaire.citation.title | 18th International Conference on e-Health Networking, Applications and Services | pt_PT |
person.familyName | Pereira | |
person.givenName | Nuno | |
person.identifier.ciencia-id | 7818-7C77-02BA | |
person.identifier.orcid | 0000-0001-6370-9373 | |
person.identifier.scopus-author-id | 8404645300 | |
rcaap.rights | restrictedAccess | pt_PT |
rcaap.type | article | pt_PT |
relation.isAuthorOfPublication | 33fee0a6-53b7-45d5-9be3-f48b1c7064d1 | |
relation.isAuthorOfPublication.latestForDiscovery | 33fee0a6-53b7-45d5-9be3-f48b1c7064d1 |