Tensor Decomposition for Multiple-Instance Classification of High-Order Medical Data

Table 2

Tenfold cross-validation mean test accuracy and mean AUC for the BC dataset.

BC	Kandemir [4]		ALS		StrProxSGD (90% missing values)
	Acc	AUC	Acc	AUC	Acc	AUC
MILES [39]	81.33 (0.15)	0.91 (0.15)	72.67 (0.21)	0.79 (0.21)	63.33 (0.18)	0.72 (0.15)
JC2MIL [40]	74.33 (0.16)	0.84 (0.16)	72.33 (0.18)	0.78 (0.18)	77.67 (0.08)	0.88 (0.14)
MILBoost [41]	89.33 (0.09)	0.94 (0.09)	81.67 (0.21)	0.87 (0.19)	68.33 (0.3)	0.77 (0.27)
MCILBoost [42]	82.33 (0.15)	0.93 (0.12)	85.00 (0.12)	0.90 (0.12)	76.67 (0.22)	0.84 (0.16)
TensMIL	74.33 (0.16)	0.86 (0.16)	84.67 (0.17)	0.90 (0.15)	79.33 (0.16)	0.85 (0.15)