. Author manuscript; available in PMC: 2020 Jul 1.

Published in final edited form as: IEEE Trans Med Imaging. 2019 Feb 25;38(7):1666–1676. doi: 10.1109/TMI.2019.2901445

TABLE IV.

THE AUCS OF CLASSIFIERS ON TSS CLASSIFICATION BOLD INDICATED THE HIGHEST AUC FOR A GIVEN CLASSIFIER

Classifier	Ho, et al. (2017) [26]	No AE	AIF coupling patch only		Contralateral coupling patch only		AIF + contralateral patch
Classifier	Ho, et al. (2017) [26]	BI^†	AE^¥	BI+AE^Ω	AE	BI+AE	AE	BI+AE
LR	0.574	0.618	0.650	0.658	0.647	0.676	0.710	0.765*
RE	0.624	0.640	0.650	0.669	0.662	0.682	0.592	0.690
GBRT	0.567	0.608	0.590	0.570	0.676	0.674	0.612	0.670
SVM	0.669	0.636	0.477	0.736	0.605	0.666	0.600	0.746*
SMR	0.683	0.661	0.574	0.707	0.650	0.677	0.705	0.730

^†

BI = Models were trained with the baseline imaging features (94 descriptive statistics and 8 morphological features)

^¥

AE = Models were trained with the deep AE features (384 descriptive statistics generated from deep AE feature maps)

^Ω

BI + AE = Models were trained with the baseline and deep AE features