Human activity classification using long short-term memory network
| dc.contributor.author | Malshika Welhenge, Anuradhi | |
| dc.contributor.author | Taparugssanagorn, A. | |
| dc.date.accessioned | 2023-02-02T07:05:10Z | |
| dc.date.available | 2023-02-02T07:05:10Z | |
| dc.date.issued | 2019 | |
| dc.identifier.citation | Malshika Welhenge, A. and Taparugssanagorn, A. 2019. Human activity classification using long short-term memory network. Signal, Image and Video Processing. 13 (4): pp. 651-656. | |
| dc.identifier.uri | http://hdl.handle.net/20.500.11937/90320 | |
| dc.identifier.doi | 10.1007/s11760-018-1393-7 | |
| dc.description.abstract |
Activities of daily living (ADL) can be used to identify a person’s daily routine which helps health professionals to provide preventive healthcare. Classification of ADLs is therefore very important. In this study, long short-term memory (LSTM) network, which is an extension of recurrent neural networks, is used. Data collected in MobiAct data set are used to train and test the network. An accuracy of 0.90 is achieved using LSTM network. | |
| dc.language | English | |
| dc.publisher | SPRINGER LONDON LTD | |
| dc.subject | Science & Technology | |
| dc.subject | Technology | |
| dc.subject | Engineering, Electrical & Electronic | |
| dc.subject | Imaging Science & Photographic Technology | |
| dc.subject | Engineering | |
| dc.subject | Deep learning | |
| dc.subject | ADL | |
| dc.subject | LSTM | |
| dc.subject | RNN | |
| dc.subject | TRIAXIAL ACCELEROMETER | |
| dc.subject | FALL DETECTION | |
| dc.title | Human activity classification using long short-term memory network | |
| dc.type | Journal Article | |
| dcterms.source.volume | 13 | |
| dcterms.source.number | 4 | |
| dcterms.source.startPage | 651 | |
| dcterms.source.endPage | 656 | |
| dcterms.source.issn | 1863-1703 | |
| dcterms.source.title | Signal, Image and Video Processing | |
| dc.date.updated | 2023-02-02T07:05:10Z | |
| curtin.accessStatus | Fulltext not available | |
| curtin.contributor.orcid | Malshika Welhenge, Anuradhi [0000-0001-9219-2246] | |
| dcterms.source.eissn | 1863-1711 | |
| curtin.contributor.scopusauthorid | Malshika Welhenge, Anuradhi [56604130200] |
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