| Presentation | 2019-05-17 A study on a position estimation system using the support vector machine Naoya Mutoh, Mizuki Itoh, Masahiro Niwa, Tsugumichi Shibata, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | With the declining birthrate and aging population, the proportion of single-living households, two-person households of elderly couples, and two-person households of elderly and a child is increasing. Attention has been focused on the development of remote monitoring of the safety and security of these households. There are several techniques for estimating the position of people in residences and facilities indirectly. In the future, use of the gateway devices that aggregate wireless signals from various sensors will become popular with the spread of the Internet of things. These devices make it possible to estimate the position of the beacon that people put on by using the received signal intensities. In this research, we propose a method using the support vector machine for the estimation, and compare the correct answer rate of estimation results with 2-dimensional, 3-dimensional and 4-dimensional support vector machines. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Remote Monitor of Persons / Position Estimation / Machine Learning / Single-living Households |
| Paper # | EST2019-1 |
| Date of Issue | 2019-05-10 (EST) |
| Conference Information | |
| Committee | EST |
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| Conference Date | 2019/5/17(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Nagoya Inst. Tech. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Simulation techniques, etc. |
| Chair | Akimasa Hirata(Nagoya Inst. of Tech.) |
| Vice Chair | Shinichiro Ohnuki(Nihon Univ.) / Masayuki Kimishima(Advantest) / Jun Shibayama(Hosei Univ.) |
| Secretary | Shinichiro Ohnuki(CIST) / Masayuki Kimishima(National Inst. of Tech.,Sendai College) / Jun Shibayama |
| Assistant | Takahiro Ito(Nagoya Inst. of Tech.) / Kazuhiro Fujita(Fujitsu) |
| Paper Information | |
| Registration To | Technical Committee on Electronics Simulation Technology |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A study on a position estimation system using the support vector machine |
| Sub Title (in English) | |
| Keyword(1) | Remote Monitor of Persons |
| Keyword(2) | Position Estimation |
| Keyword(3) | Machine Learning |
| Keyword(4) | Single-living Households |
| 1st Author's Name | Naoya Mutoh |
| 1st Author's Affiliation | Tokyo City University(TCU) |
| 2nd Author's Name | Mizuki Itoh |
| 2nd Author's Affiliation | Tokyo City University(TCU) |
| 3rd Author's Name | Masahiro Niwa |
| 3rd Author's Affiliation | Tokyo City University(TCU) |
| 4th Author's Name | Tsugumichi Shibata |
| 4th Author's Affiliation | Tokyo City University(TCU) |
| Date | 2019-05-17 |
| Paper # | EST2019-1 |
| Volume (vol) | vol.119 |
| Number (no) | EST-42 |
| Page | pp.pp.1-4(EST), |
| #Pages | 4 |
| Date of Issue | 2019-05-10 (EST) |