notesum.ai

Published at November 21

cs.AI

Released Date: November 21, 2024

Authors: SungHeon Jeong¹, Hamza Errahmouni Barkam¹, Sanggeon Yun¹, Yeseong Kim², Shaahin Angizi¹, Mohsen Imani¹

Aff.: ¹University of California, Irvine, CA, USA; ²DGIST, Daegu 42988, South Korea

Dataset	Adaboost	RF	XGBoost	SVM	DNN	OnlineHD	BoostHD
WESAD	93.13 $\pm$ 0.01	97.13 $\pm$ 0.06	96.88 $\pm$ 0.01	93.12 $\pm$ 0.01	96.75 $\pm$ 1.05	96.37 $\pm$ 0.40	98.37 $\pm$ 0.32
Nurse Stress Dataset	55.28 $\pm$ 0.01	59.35 $\pm$ 0.78	61.01 $\pm$ 0.01	60.99 $\pm$ 0.01	60.04 $\pm$ 0.06	61.37 $\pm$ 0.10	61.52 $\pm$ 0.07
Stress-Predict Dataset	67.54 $\pm$ 0.01	67.76 $\pm$ 0.12	65.76 $\pm$ 0.01	67.30 $\pm$ 0.01	67.29 $\pm$ 0.07	65.79 $\pm$ 0.17	68.10 $\pm$ 0.09