TABLE 5.

DDE model predicted performance of UPP with different optimizers.

Optimizers	Cross-validation				Independent
	Sens	Spec	Acc	MCC	Sens	Spec	Acc	MCC
SGD	0.7172	0.7294	0.7049	0.4357	0.7270	0.6951	0.4441	0.7270
Adadelta	0.7334	0.7550	0.7119	0.4693	0.7890	0.7279	0.8505	0.5858
Adam	0.7700	0.6841	0.7271	0.4570	0.7304	0.8650	0.7981	0.6035
Nadam	0.7281	0.7026	0.7154	0.4327	0.6945	0.8324	0.7636	0.5355
RMSprop	0.7444	0.6818	0.7131	0.4277	0.7158	0.8256	0.7709	0.5474