| Presentation | 2023-03-01 Personality Recognition on Dyadic Interactions with Representation Learning Nathania Nah, Takafumi Koshinaka, Koichi Shinoda, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Personality computing explores methods of automatically measuring human traits to create a better understanding of the human psyche and thought processes. We examine conversations and interactions in dyadic environments through the perspective of representation learning to capture the psychological traits that compose a target's personality profile. We propose a bimodal speech-text model to predict scores for personality traits at a sentence level for the speakers using disentangled representations on speech and text. Our model outperforms current personality prediction methods using visual features and/or metadata on the UDIVA dataset's English subset. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Personality RecognitionDisentanglement Representation Learning |
| Paper # | EA2022-117,SIP2022-161,SP2022-81 |
| Date of Issue | 2023-02-21 (EA, SIP, SP) |
| Conference Information | |
| Committee | SP / IPSJ-SLP / EA / SIP |
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| Conference Date | 2023/2/28(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Tomoki Toda(Nagoya Univ.) / Tomoki Toda(Nagoya Univ.) / Kenichi Furuya(Oita Univ.) / Toshihisa Tanaka(Tokyo Univ. Agri.&Tech.) |
| Vice Chair | / / Tatsuya Kako(NTT) / Junki Ono(Tokyo Metropolitan Univ.) / Koichi Ichige(Yokohama National Univ.) / Takayuki Nakachi(Ryukyu Univ.) |
| Secretary | (NTT) / (Univ. of Electro-Comm.) / Tatsuya Kako(NTT) / Junki Ono(Univ. of Electro-Comm.) / Koichi Ichige(NTT) / Takayuki Nakachi(RitsumeikanUniv.) |
| Assistant | Ryo Aihara(Mitsubishi Electric) / Daisuke Saito(Univ. of Tokyo) / Ryo Aihara(Mitsubishi Electric) / Daisuke Saito(Univ. of Tokyo) / Masato Nakayama(Osaka Sangyo Univ.) / Kouhei Yatabe(Tuat) / Taichi Yoshida(UEC) / Shoko Imaizumi(Chiba Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Speech / Special Interest Group on Spoken Language Processing / Technical Committee on Engineering Acoustics / Technical Committee on Signal Processing |
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| Language | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Personality Recognition on Dyadic Interactions with Representation Learning |
| Sub Title (in English) | |
| Keyword(1) | Personality RecognitionDisentanglement Representation Learning |
| 1st Author's Name | Nathania Nah |
| 1st Author's Affiliation | Tokyo Institute of Technology(Tokyo Tech) |
| 2nd Author's Name | Takafumi Koshinaka |
| 2nd Author's Affiliation | Yokohama City University(YCU) |
| 3rd Author's Name | Koichi Shinoda |
| 3rd Author's Affiliation | Tokyo Institute of Technology(Tokyo Tech) |
| Date | 2023-03-01 |
| Paper # | EA2022-117,SIP2022-161,SP2022-81 |
| Volume (vol) | vol.122 |
| Number (no) | EA-387,SIP-388,SP-389 |
| Page | pp.pp.241-246(EA), pp.241-246(SIP), pp.241-246(SP), |
| #Pages | 6 |
| Date of Issue | 2023-02-21 (EA, SIP, SP) |