Table 8.

Percent body fat estimation parameter.

Initial	Methods	Input Dim.	Detailed Information
Lconv	Regression	5	H, A, G, W, H2/$R_{50}$
Lprop	Regression	8	H, A, G, W, H2/$R_{50}$, hip Circ., waist Circ., waist/hip
DNNconv	DNN (Network2)	5	H, A, G, W, $\widehat{H^2/R_{50}}$
DNNprop	DNN (Network2)	8	H, A, G, W, $\widehat{H^2/R_{50}}$, hip Circ., waist Circ., waist/hip

H: Height, A: Age, G: Gender, W: Weight. $R_{50}$: Impedance value adopt proposed algorithm, Circ.: Circumference.