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

Table 5

Mean CPU running time over the 10 cross-validation folds for the MIL classification component.

Methods	Training time^a	Testing time^a
MILES [39]	42 sec	1 sec
JC2MIL [40]	56 sec	<1 sec
MILBoost [41]	52 sec	5 sec
MCILBoost [42]	309 sec	6 sec
TensMIL	6 sec	<1 sec

^aThe experiments were conducted on an Ubuntu 16.04 LTS desktop, comprising 4 2.0 GHz Intel (R) Xeon (R) CPU E5504 processors with 23.5 Gb RAM, running MATLAB R2017a.