WEKO3
アイテム
Automatic Evaluation of Presenters' Discussion Performance Based on their Heart Rates
https://ipsj.ixsq.nii.ac.jp/records/189093
https://ipsj.ixsq.nii.ac.jp/records/189093e8b8a63e-dbea-4d99-947a-0850309269b5
| 名前 / ファイル | ライセンス | アクション |
|---|---|---|
IPSJ-Z80-2ZD-08.pdf (366.8 kB)
|
Copyright (c) 2018 by the Information Processing Society of Japan
|
| Item type | National Convention(1) | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 公開日 | 2018-03-13 | |||||||||
| タイトル | ||||||||||
| タイトル | Automatic Evaluation of Presenters' Discussion Performance Based on their Heart Rates | |||||||||
| 言語 | ||||||||||
| 言語 | eng | |||||||||
| キーワード | ||||||||||
| 主題Scheme | Other | |||||||||
| 主題 | コンピュータと人間社会 | |||||||||
| 資源タイプ | ||||||||||
| 資源タイプ識別子 | http://purl.org/coar/resource_type/c_5794 | |||||||||
| 資源タイプ | conference paper | |||||||||
| 著者所属 | ||||||||||
| 名大 | ||||||||||
| 著者所属 | ||||||||||
| 名大 | ||||||||||
| 著者名 |
彭, 詩朦
× 彭, 詩朦
× 長尾, 確
|
|||||||||
| 論文抄録 | ||||||||||
| 内容記述タイプ | Other | |||||||||
| 内容記述 | Heart Rate Variability (HRV) has emerged enormous potential on cognitive performance evaluation as taking insight into the autonomic nervous system. In this study, we propose that HRV of presenters can be used to effectively evaluate one of the cognitive performance: discussion performance, which consists of several Q&A statements. To validate our opinion, noninvasive device Apple watch was used to collect presenters' HRV, three machine learning models: Logistic Regression, Support Vector Machine, Random Forest has been generated and discussed. Comparative experiments were performed to evaluate discussion performance using traditional semantic data of Q&A statements alone and the combination of HRV and semantic data. We also confirmed the robustness of HRV features on the new dataset. | |||||||||
| 書誌レコードID | ||||||||||
| 収録物識別子タイプ | NCID | |||||||||
| 収録物識別子 | AN00349328 | |||||||||
| 書誌情報 |
第80回全国大会講演論文集 巻 2018, 号 1, p. 671-672, 発行日 2018-03-13 |
|||||||||
| 出版者 | ||||||||||
| 言語 | ja | |||||||||
| 出版者 | 情報処理学会 | |||||||||
