| Presentation | 2022-03-11 A Study on Understanding the Meaning of Adverbs by Frequency Spectrum Analysis Using Gaussian Process Tomoe Taniguchi, Daichi Mochihashi, Masatoshi Nagano, Tomoaki Nakamura, Takayuki Nagai, Tetsunari Inamura, Ichiro Kobayashi, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this study, we attempt to understand the meaning of adverbs through the features of human actions. Specifically, the trajectories in the nonlinear latent space obtained by compressing human actions with a Gaussian process latent variable model (GPLVM) are represented by a Gaussian process with a Spectral Mixture kernel. We also propose a multimodal topic model in frequency space that captures the correspondence between adverbs and the multiple frequency components that make up the trajectories in each dimension. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Gaussian Process / Topic Model / Spectral Mixture Kernel / Understanding the meaning of Adverbs |
| Paper # | PRMU2021-74 |
| Date of Issue | 2022-03-03 (PRMU) |
| Conference Information | |
| Committee | PRMU / IPSJ-CVIM |
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| Conference Date | 2022/3/10(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Differentiable rendering |
| Chair | Seiichi Uchida(Kyushu Univ.) |
| Vice Chair | Masakazu Iwamura(Osaka Pref. Univ.) / Mitsuru Anpai(Denso IT Lab.) |
| Secretary | Masakazu Iwamura(NTT) / Mitsuru Anpai(Tottori Univ.) |
| Assistant | Kouta Yamaguchi(CyberAgent) / Yusuke Matsui(Univ. of Tokyo) |
| Paper Information | |
| Registration To | Technical Committee on Pattern Recognition and Media Understanding / Special Interest Group on Computer Vision and Image Media |
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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 Understanding the Meaning of Adverbs by Frequency Spectrum Analysis Using Gaussian Process |
| Sub Title (in English) | |
| Keyword(1) | Gaussian Process |
| Keyword(2) | Topic Model |
| Keyword(3) | Spectral Mixture Kernel |
| Keyword(4) | Understanding the meaning of Adverbs |
| 1st Author's Name | Tomoe Taniguchi |
| 1st Author's Affiliation | Ochanomizu University(Ochanomizu Univ.) |
| 2nd Author's Name | Daichi Mochihashi |
| 2nd Author's Affiliation | The Institute of Statistical Mathematics(ISM) |
| 3rd Author's Name | Masatoshi Nagano |
| 3rd Author's Affiliation | The University of Electro-Communications(UEC) |
| 4th Author's Name | Tomoaki Nakamura |
| 4th Author's Affiliation | The University of Electro-Communications(UEC) |
| 5th Author's Name | Takayuki Nagai |
| 5th Author's Affiliation | Osaka University(Osaka Univ.) |
| 6th Author's Name | Tetsunari Inamura |
| 6th Author's Affiliation | National Institute of Informatics(NII) |
| 7th Author's Name | Ichiro Kobayashi |
| 7th Author's Affiliation | Ochanomizu University(Ochanomizu Univ.) |
| Date | 2022-03-11 |
| Paper # | PRMU2021-74 |
| Volume (vol) | vol.121 |
| Number (no) | PRMU-427 |
| Page | pp.pp.91-96(PRMU), |
| #Pages | 6 |
| Date of Issue | 2022-03-03 (PRMU) |