Presentation | 2019-08-23 Estimating Exchange-level Annotations with Multitask Learning for Multimodal Dialogue Systems Yuki Hirano, Shogo Okada, Haruto Nishimoto, Kazunori Komatani, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | This study presents multimodal computational modelingfor estimating three labels: user's interest label, user's sentiment label, and topic continuance, which are independently annotated per exchange in spoken dialogue systems. A multitask learning technique is applied for binary classification tasks of the three labelsconsidering the partial similarities among them. Experimental results show the effectiveness of deep neural network trained with multitask learning framework. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Multimodal / Dialogue system / Multitask Learning / Sentiment analysis |
Paper # | HCS2019-32 |
Date of Issue | 2019-08-16 (HCS) |
Conference Information | |
Committee | HCS |
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Conference Date | 2019/8/23(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Jikei Institute |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
Chair | Masafumi Matsuda(NTT) |
Vice Chair | Tomoo Inoue(Univ. of Tsukuba) / Yugo Hayashi(Ritsumeikan Univ.) |
Secretary | Tomoo Inoue(Kanazawa Inst. of Tech.) / Yugo Hayashi(Osaka Electro-Comm. Univ.) |
Assistant | Tomoko Kanda(Osaka Inst. of Tech.) / Kazuki Takashima(Tohoku Univ.) / Ken Fujiwara(Osaka Univ. of Economic) / Kazunori Terada(Gifu Univ.) / Atsushi Kimura(Nihon Univ.) / HUANG HUNGHSUAN(Riken) |
Paper Information | |
Registration To | Technical Committee on Human Communication Science |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Estimating Exchange-level Annotations with Multitask Learning for Multimodal Dialogue Systems |
Sub Title (in English) | |
Keyword(1) | Multimodal |
Keyword(2) | Dialogue system |
Keyword(3) | Multitask Learning |
Keyword(4) | Sentiment analysis |
1st Author's Name | Yuki Hirano |
1st Author's Affiliation | Japan Advanced Institute of Science and Technology(JAIST) |
2nd Author's Name | Shogo Okada |
2nd Author's Affiliation | Japan Advanced Institute of Science and Technology(JAIST) |
3rd Author's Name | Haruto Nishimoto |
3rd Author's Affiliation | Osaka University(Osaka Univ.) |
4th Author's Name | Kazunori Komatani |
4th Author's Affiliation | Osaka University(Osaka Univ.) |
Date | 2019-08-23 |
Paper # | HCS2019-32 |
Volume (vol) | vol.119 |
Number (no) | HCS-179 |
Page | pp.pp.15-20(HCS), |
#Pages | 6 |
Date of Issue | 2019-08-16 (HCS) |