A Study on Emotion Estimation by Non-contact Sensing for Telework Life

被引:0
|
作者
Toriyama, Yuma [1 ]
Kurebayashi, Isao [1 ]
Komuro, Nobuyoshi [2 ]
Suzuki, Norimichi [3 ]
Nakayama, Yoshitake [3 ]
Nakaoka, Hiroko [3 ,4 ]
Tsumura, Kayo [3 ,5 ]
Takaguchi, Kohki [3 ]
机构
[1] Chiba Univ, Grad Sch Sci & Engn, Chiba, Japan
[2] Chiba Univ, Inst Management & Informat Technol, Chiba, Japan
[3] Chiba Univ, Ctr Prevent Med Sci, Chiba, Japan
[4] Chiba Univ, Grad Sch Med, Dept Bioenvironm Med, Chiba, Japan
[5] Chiba Univ, Grad Sch Med & Pharmaceut Sci, Chiba, Japan
关键词
Emotion estimation; Sensor Network; Environmental data; Cognitive functions;
D O I
10.1109/ICCE-TAIWAN55306.2022.9869227
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this study, we construct a system for estimating emotional states by sensing indoor environments for teleworking life, and conducted experimental evaluations. As a result, our method can estimate emotions with more than 80% accuracy by using multiple types of sensors and Random Forest or Gradient Boosting Decision Tree as machine learning models.
引用
收藏
页码:501 / 502
页数:2
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