| Presentation | 2015-01-16 Life sound discrimination algorithm using Neural network Hiroyuki Nishi, Kin Kin, Yoshimasa Kimura, Toshio Kakinoki, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In an aging society, the death of elderly people living alone has become a serious social problem. Conventional observation services for elderly people have faults on privacy protection and user interface. Authors are studying observation systems using acoustic information for avoiding the problems of conventional systems. In this study, a new method for discriminating life sound of elderly people using neural network is proposed. As the parameters of the experiment, frame length of analysis, number of dimensions of the hidden layer and number of learning are evaluated. As the result, in case that frame length is 32 ms, number of dimensions are 15, and number of learning is 100, the discrimination accuracy was the best(96.4%). |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Elderly people / Observation / Life sound / Neural network / Pattern Recognition |
| Paper # | ICM2014-43,LOIS2014-50 |
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| Conference Information | |
| Committee | ICM |
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| Conference Date | 2015/1/8(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
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| Paper Information | |
| Registration To | Information and Communication Management(ICM) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Life sound discrimination algorithm using Neural network |
| Sub Title (in English) | |
| Keyword(1) | Elderly people |
| Keyword(2) | Observation |
| Keyword(3) | Life sound |
| Keyword(4) | Neural network |
| Keyword(5) | Pattern Recognition |
| 1st Author's Name | Hiroyuki Nishi |
| 1st Author's Affiliation | Faculty of Information Sciences, Sojo University() |
| 2nd Author's Name | Kin Kin |
| 2nd Author's Affiliation | Faculty of Information Sciences, Sojo University |
| 3rd Author's Name | Yoshimasa Kimura |
| 3rd Author's Affiliation | Faculty of Information Sciences, Sojo University |
| 4th Author's Name | Toshio Kakinoki |
| 4th Author's Affiliation | Faculty of Information Sciences, Sojo University |
| Date | 2015-01-16 |
| Paper # | ICM2014-43,LOIS2014-50 |
| Volume (vol) | vol.114 |
| Number (no) | 389 |
| Page | pp.pp.- |
| #Pages | 5 |
| Date of Issue | |