| Presentation | 2019-06-17 Predicting Demographic Attributes for Individual Viewing Behavior Yusuke Kumagae, Ryoma Yasunaga, Ryo Fujii, Ryo Domoto, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | User attribute estimation based on behaviors is an important task in marketing. Previous works have tried to estimate attributes of an user based on multiple behavior of that user. By contrast, in this study, we assume that several TV viewing behaviors that collected from one device are derived by different users, and tackle the problem of estimating different attributes of each behaviors. We proposed the method combining multi-task learning and sequential labeling to predict multiple attributes simultaneously. In user attribute estimation experiments using real-world data, the proposed method significantly improved micro/macro-F1 values. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Attirube Estimation / Multi-Task Learning / Sequential Labeling |
| Paper # | IBISML2019-10 |
| Date of Issue | 2019-06-10 (IBISML) |
| Conference Information | |
| Committee | NC / IBISML / IPSJ-MPS / IPSJ-BIO |
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| Conference Date | 2019/6/17(3days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Okinawa Institute of Science and Technology |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Neurocomputing, Machine Learning Approach to Biodata Mining, and General |
| Chair | Hayaru Shouno(UEC) / Hisashi Kashima(Kyoto Univ.) / Masakazu Sekijima(Tokyo Tech) / Hiroyuki Kurata(Kyutech) |
| Vice Chair | Kazuyuki Samejima(Tamagawa Univ) / Masashi Sugiyama(Univ. of Tokyo) / Koji Tsuda(Univ. of Tokyo) |
| Secretary | Kazuyuki Samejima(NAIST) / Masashi Sugiyama(NTT) / Koji Tsuda(Nagoya Inst. of Tech.) / (AIST) / (Nagoya Univ.) |
| Assistant | Takashi Shinozaki(NICT) / Ken Takiyama(TUAT) / Tomoharu Iwata(NTT) / Shigeyuki Oba(Kyoto Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Neurocomputing / Technical Committee on Infomation-Based Induction Sciences and Machine Learning / IPSJ Special Interest Group on Mathematical Modeling and Problem Solving / IPSJ Special Interest Group on Bioinformatics and Genomics |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Predicting Demographic Attributes for Individual Viewing Behavior |
| Sub Title (in English) | |
| Keyword(1) | Attirube Estimation |
| Keyword(2) | Multi-Task Learning |
| Keyword(3) | Sequential Labeling |
| 1st Author's Name | Yusuke Kumagae |
| 1st Author's Affiliation | Hakuhodo Inc.(Hakuhodo) |
| 2nd Author's Name | Ryoma Yasunaga |
| 2nd Author's Affiliation | Hakuhodo Inc.(Hakuhodo) |
| 3rd Author's Name | Ryo Fujii |
| 3rd Author's Affiliation | Hakuhodo Inc.(Hakuhodo) |
| 4th Author's Name | Ryo Domoto |
| 4th Author's Affiliation | Hakuhodo Inc.(Hakuhodo) |
| Date | 2019-06-17 |
| Paper # | IBISML2019-10 |
| Volume (vol) | vol.119 |
| Number (no) | IBISML-89 |
| Page | pp.pp.65-71(IBISML), |
| #Pages | 7 |
| Date of Issue | 2019-06-10 (IBISML) |