| Presentation | 2017-07-21 Author Profiling Bouazizi Mondher, Beylerian Anthony, Watanabe Hajime, Ohtsuki Tomoaki, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Author profiling refers to the process of automatically detecting characteristic of a given author such as his gender, age range or personality from his own data. This is mainly useful in fields such as advertising and marketing where reviewers of products for example are grouped based on such characteristics even if they are anonymous. In this paper, we propose new sets of features, aimed at short text samples written by the same author, for both gender and age range detection. The feature sets are mainly composed of both probabilistic features as well as writing patterns, which can be automatically extracted from the texts of the author. We evaluate the performance of these features using the Machine Learning algorithm ``Random Forest'' classifier and a dataset based on different authors’Twitter feeds. In our experiments, the proposed approach reaches a detection accuracy of up to 83% for gender and 73% for age range. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Twitter / Author Profiling / Machine Learning |
| Paper # | ASN2017-60 |
| 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 | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Author Profiling |
| Sub Title (in English) | Gender and Age Detection from Short Texts |
| Keyword(1) | |
| Keyword(2) | Author Profiling |
| Keyword(3) | Machine Learning |
| 1st Author's Name | Bouazizi Mondher |
| 1st Author's Affiliation | Keio University(Keio Univ.) |
| 2nd Author's Name | Beylerian Anthony |
| 2nd Author's Affiliation | Keio University(Keio Univ.) |
| 3rd Author's Name | Watanabe Hajime |
| 3rd Author's Affiliation | Keio University(Keio Univ.) |
| 4th Author's Name | Ohtsuki Tomoaki |
| 4th Author's Affiliation | Keio University(Keio Univ.) |
| Date | 2017-07-21 |
| Paper # | ASN2017-60 |
| Volume (vol) | vol.117 |
| Number (no) | ASN-134 |
| Page | pp.pp.241-246(ASN), |
| #Pages | 6 |
| Date of Issue | 2017-07-12 (ASN) |