. Author manuscript; available in PMC: 2021 Mar 1.

Published in final edited form as: IEEE J Biomed Health Inform. 2019 Jun 11;24(3):878–884. doi: 10.1109/JBHI.2019.2922178

Table II.

Mean and standard deviation ROCAUC of difference Algorithms. Bold values are the highest for a given PRO

Type	AdaBoost	GBRT	Random Forest
Global physical health	0.72 (0.03)	0.69 (0.04)	0.73 (0.01)^*
Global mental health	0.53 (0.03)	0.51(0.03)	0.55 (0.03) ^*
Fatigue	0.59 (0.04)	0.60 (0.04)	0.61 (0.03)
Physical function	0.74 (0.03)	0.75 (0.03)	0.75 (0.01)
Anxiety	0.48 (0.03)	0.50 (0.03)	0.54 (0.02) ^†
Depression	0.47 (0.04)	0.50 (0.03)	0.53 (0.02) ^†
Sleep Disturbance	0.55 (0.06)	0.59 (0.05)	0.61 (0.03)

Significant improvement over GBRT.

^†

Significant improvement over both GBRT and AdaBoost.