Paper Abstract and Keywords |
Presentation |
2020-12-17 11:25
Objective Prediction of Social Skills Level for Automated Social Skills Training Using Multimodal Information Takeshi Saga, Hiroki Tanaka (NAIST), Hidemi Iwasaka (Nara Med. Univ.), Satoshi Nakamura (NAIST) |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Although Social Skills Training is a well-known effective method to obtain appropriate social skills during daily communication, getting such training is difficult due to a shortage of therapists. Therefore, automatic training systems are required to ameliorate this situation. To fairly evaluate social skills, we need an objective evaluation method. In this paper, we utilized the second edition of the Social Responsiveness Scale (SRS-2) as an objective evaluation metric and developed an automatic evaluation system using linear regression with multi-modal features. We newly adopted features including 28 audio features and BERT-based sequential similarity, and Facial Action Units. We achieved a 0.52 Pearson correlation coefficient for the SRS-2’s overall score prediction and 0.65 for the social communication score prediction, which is a treatment subscale score of SRS-2. This experiment shows that our system can objectively predict the levels of social skills. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Social skills training / Social signal processing / Multimodal analysis / Linear regression / Facial Action Coding System / Social Responsiveness Scale / / |
Reference Info. |
IEICE Tech. Rep. |
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Conference Information |
Committee |
HCGSYMPO |
Conference Date |
2020-12-15 - 2020-12-17 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Online |
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Paper Information |
Registration To |
HCGSYMPO |
Conference Code |
2020-12-HCGSYMPO |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Objective Prediction of Social Skills Level for Automated Social Skills Training Using Multimodal Information |
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Social skills training |
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Social signal processing |
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Multimodal analysis |
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Linear regression |
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Facial Action Coding System |
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Social Responsiveness Scale |
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1st Author's Name |
Takeshi Saga |
1st Author's Affiliation |
Nara Institute of Science and Technology (NAIST) |
2nd Author's Name |
Hiroki Tanaka |
2nd Author's Affiliation |
Nara Institute of Science and Technology (NAIST) |
3rd Author's Name |
Hidemi Iwasaka |
3rd Author's Affiliation |
Nara Medical University (Nara Med. Univ.) |
4th Author's Name |
Satoshi Nakamura |
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Nara Institute of Science and Technology (NAIST) |
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Author-1 |
Date Time |
2020-12-17 11:25:00 |
Presentation Time |
15 minutes |
Registration for |
HCGSYMPO |
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