Skip to main content

View full-text article in PMC

. Author manuscript; available in PMC: 2022 Oct 1.

Published in final edited form as: IEEE Trans Biomed Eng. 2021 Sep 20;68(10):3122–3130. doi: 10.1109/TBME.2021.3065218

TABLE VII.

Comparison of MLP and R-SVM with Zero-R Regressors with all features (phasic, dphEDA, TVSymp, and MTVSymp)

	MLP			R-SVM
	R²	M-RMSE	M-MAE	R²	M-RMSE	M-MAE
Zero-R	−0.253	1.208	1.204	−0.253	1.208	1.204
CDA	0.459	1.116	0.880	0.441	1.170	0.916
CDA ^PD	0.461	1.121	0.894	0.422	1.188	0.929
DDA	0.446	1.142	0.914	0.425	1.176	0.923
DDA ^PD	0.380	1.165	0.937	0.425	1.183	0.936
cvxEDA	0.389	1.207	0.930	0.409	1.222	0.970
cvxEDA ^PD	0.433	1.144	0.900	0.411	1.192	0.948
sparsEDA	0.464	1.117	0.889	0.441	1.155	0.941
sparsEDA ^PD	0.477	1.129	0.885	0.427	1.178	0.925
DCM	0.459	1.123	0.875	0.457	1.150	0.897
DCM ^PD	0.439	1.131	0.913	0.367	1.246	0.980

R²: coefficient of determination, PD: phasic driver