| Presentation | 2013-03-05 A Study on Estimating Depressive Tendency Utilizing Large-Scale Tweet Data Sho TSUGAWA, Yukiko MOGI, Yusuke KIKUCHI, Fumio KISHINO, Kazuyuki FUJITA, Yuichi ITOH, Hiroyuki OHSAKI, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper, we investigate the effectiveness of the record of user's activities in Twitter, which is a popular social media, for estimating user's depressive tendency. We construct multiple regression model to estimate user's depressive tendency from the frequency of words used by the user. We perform experiments to estimate participants' depressive tendencies using the constructed regression model. Our experimental results show that there exists medium positive correlation (correlation coefficient r 2 0.45 ) between estimated score obtained from the regression model and the Zung's Self-rating Depression Scale, which is a popular measure for estimating depressive tendency. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Depression / Zung's Self-rating Depression Scale / Twitter / Multiple Regression Analysis |
| Paper # | HCS2012-89 |
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| Conference Information | |
| Committee | HCS |
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| Conference Date | 2013/2/25(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Human Communication Science (HCS) |
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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 Estimating Depressive Tendency Utilizing Large-Scale Tweet Data |
| Sub Title (in English) | |
| Keyword(1) | Depression |
| Keyword(2) | Zung's Self-rating Depression Scale |
| Keyword(3) | |
| Keyword(4) | Multiple Regression Analysis |
| 1st Author's Name | Sho TSUGAWA |
| 1st Author's Affiliation | Graduate School of Economics, Osaka University() |
| 2nd Author's Name | Yukiko MOGI |
| 2nd Author's Affiliation | School of Science and Technology, Kwansei Gakuin University |
| 3rd Author's Name | Yusuke KIKUCHI |
| 3rd Author's Affiliation | Graduate School of Science and Technology, Kwansei Gakuin University |
| 4th Author's Name | Fumio KISHINO |
| 4th Author's Affiliation | School of Science and Technology, Kwansei Gakuin University |
| 5th Author's Name | Kazuyuki FUJITA |
| 5th Author's Affiliation | Graduate School of Information Science and Technology, Osaka University |
| 6th Author's Name | Yuichi ITOH |
| 6th Author's Affiliation | Graduate School of Information Science and Technology, Osaka University |
| 7th Author's Name | Hiroyuki OHSAKI |
| 7th Author's Affiliation | Graduate School of Information Science and Technology, Osaka University |
| Date | 2013-03-05 |
| Paper # | HCS2012-89 |
| Volume (vol) | vol.112 |
| Number (no) | 455 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |