| Presentation | 2017-07-21 Analysis of Classification Accuracy and Distinguishability for Subsampling in Active Sensing Tin Petrovic, Hiroyuki Morikawa, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper we continue our previous research on classification of electric loads in a smart house towards improving the flexibility of the electric grid and increasing potential FDR resources. We expand on previous research to not only show the potential benefits, but to also demonstrate that it is possible to achieve much faster classification speed than previously demonstrated. We show how selective subsampling of Active Sensing can improve classification of certain classifiers while not significantly affecting accuracy by, evaluating several different classification approaches and algorithms for speed and accuracy with different subsampling approaches. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Energy monitoring / Sensors |
| Paper # | ASN2017-51 |
| Date of Issue | 2017-07-12 (ASN) |
| Conference Information | |
| Committee | NS / ASN / RCC / RCS / SR |
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| Conference Date | 2017/7/19(3days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Hokkaido Univ. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Wireless Distributed Network, M2M (Machine-to-Machine), D2D (Device-to-Device)，etc. |
| Chair | Hideki Tode(Osaka Pref. Univ.) / Hiraku Okada(Nagoya Univ.) / Shinsuke Hara(Osaka City Univ.) / Hidekazu Murata(Kyoto Univ.) / Kenta Umebayashi(Tokyo Univ. of Agric. and Tech.) |
| Vice Chair | Yoshikatsu Okazaki(NTT) / Shigeki Shiokawa(KAIT) / Jin Nakazawa(Keio Univ.) / Satoru Yamano(NEC) / Kazunori Hayashi(Osaka City Univ.) / Ryu Miura(NICT) / Yukitoshi Sanada(Keio Univ.) / Eisuke Fukuda(Fujitsu Labs.) / Satoshi Suyama(NTT DoCoMo) / Masayuki Ariyoshi(NEC) / Suguru Kameda(Tohoku Univ.) |
| Secretary | Yoshikatsu Okazaki(Kyushu Inst. of Tech.) / Shigeki Shiokawa(NTT) / Jin Nakazawa(NICT) / Satoru Yamano(Sophia Univ.) / Kazunori Hayashi(Kagawa Univ.) / Ryu Miura(Hokkaido Univ.) / Yukitoshi Sanada(Toshiba) / Eisuke Fukuda(Hokkaido Univ.) / Satoshi Suyama(NICT) / Masayuki Ariyoshi(ATR) / Suguru Kameda |
| Assistant | Kenichi Kashibuchi(NTT) / Hiroto Aida(Doshisha Univ.) / Tomoyuki Ota(Hiroshima City Univ.) / Tatsuya Kikuzuki(Fujitu Lab.) / Ryo Nakano(HITACHI) / Yoshifumi Hotta(Mitsubishi Electric) / Toshinori Kagawa(NICT) / Kentaro Kobayashi(Nagoya Univ.) / Tetsuya Yamamoto(Panasonic) / Koichi Ishihara(NTT) / Kazushi Muraoka(NEC) / Shinsuke Ibi(Osaka Univ.) / Hiroshi Nishimoto(Mitsubishi Electric) / Mamiko Inamori(Tokai Univ.) / Hiroyuki Shiba(NTT) / Gia Khanh Tran(Tokyo Inst. of Tech.) / Syusuke Narieda(NIT, Akashi College) |
| Paper Information | |
| Registration To | Technical Committee on Network Systems / Technical Committee on Ambient intelligence and Sensor Networks / Technical Committee on Reliable Communication and Control / Technical Committee on Radio Communication Systems / Technical Committee on Smart Radio |
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| Language | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Analysis of Classification Accuracy and Distinguishability for Subsampling in Active Sensing |
| Sub Title (in English) | |
| Keyword(1) | Energy monitoring |
| Keyword(2) | Sensors |
| 1st Author's Name | Tin Petrovic |
| 1st Author's Affiliation | The University of Tokyo(Univ. of Tokyo) |
| 2nd Author's Name | Hiroyuki Morikawa |
| 2nd Author's Affiliation | The University of Tokyo(Univ. of Tokyo) |
| Date | 2017-07-21 |
| Paper # | ASN2017-51 |
| Volume (vol) | vol.117 |
| Number (no) | ASN-134 |
| Page | pp.pp.187-192(ASN), |
| #Pages | 6 |
| Date of Issue | 2017-07-12 (ASN) |