| Paper Abstract and Keywords |
| Presentation |
2019-03-12 14:00
Analysis of Manzai Speech Using Machine Learning
Tetsuya Kamijima, Keiko Ochi, Yasunari Obuchi (Tokyo Univ. Tech.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Aiming at autommatic manzai speech evaluation, we analyzed manzai speech using machine learning. In our method, as a preliminary stage of manzai speech evaluation, it is necessary to distinguish between the comedian's speech and the audience's laughter. We applied machine learning to distinguish them. In the experiment, we put labels on the data, segmented the manzai speech, extracted feature, and discriminated them by the speaker manually or using machine learning. We used power spectrum analysis by Python and openSMILE for feature extraction, and Weka for machine learning. As a result of the experiment, we succeeded to discriminate the frames corresponding to the audience. Furthermore, we created a graph representing the frames judged as audience's with the feature quantity, and showed an example of visualization. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Manzai / Machine Learning / Weka / openSMILE / Python / / / |
| Reference Info. |
ITE Tech. Rep., vol. 43, pp. 413-416, March 2019. |
| Paper # |
|
| Date of Issue |
2019-03-05 (AIT) |
| ISSN |
Print edition: ISSN 1342-6893 Online edition: ISSN 2424-1970 |
| Download PDF |
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| Conference Information |
| Committee |
AIT IIEEJ AS CG-ARTS |
| Conference Date |
2019-03-12 - 2019-03-12 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Waseda Univ. |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Expressive Japan 2019 |
| Paper Information |
| Registration To |
AS |
| Conference Code |
2019-03-AIT-IIEEJ-AS-ARTS |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Analysis of Manzai Speech Using Machine Learning |
| Sub Title (in English) |
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| Keyword(1) |
Manzai |
| Keyword(2) |
Machine Learning |
| Keyword(3) |
Weka |
| Keyword(4) |
openSMILE |
| Keyword(5) |
Python |
| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Tetsuya Kamijima |
| 1st Author's Affiliation |
Tokyo University of Technology (Tokyo Univ. Tech.) |
| 2nd Author's Name |
Keiko Ochi |
| 2nd Author's Affiliation |
Tokyo University of Technology (Tokyo Univ. Tech.) |
| 3rd Author's Name |
Yasunari Obuchi |
| 3rd Author's Affiliation |
Tokyo University of Technology (Tokyo Univ. Tech.) |
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| Speaker |
Author-1 |
| Date Time |
2019-03-12 14:00:00 |
| Presentation Time |
135 minutes |
| Registration for |
AS |
| Paper # |
AIT2019-168 |
| Volume (vol) |
vol.43 |
| Number (no) |
no.9 |
| Page |
pp.413-416 |
| #Pages |
4 |
| Date of Issue |
2019-03-05 (AIT) |
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