Fast Prediction for Criminal Suspects through Neighbor Mutual Information-Based Latent Network

Table 4

Computation time (sec.) on benchmark datasets.

Data	Method	Network construction (or clustering)	Latent representation	Inference	Total
g241c	AGR	0.20	1.19	0.01	1.40
	MISSL	0.20	0.08	0.01	0.29
	GSSL	0.25	—	0.06	0.31
g241n	AGR	0.21	1.19	0.01	1.41
	MISSL	0.21	0.08	0.01	0.30
	GSSL	0.25	—	0.06	0.31
MNIST	AGR	25.00	67.29	0.08	92.37
	MISSL	25.00	0.09	0.07	25.16
	GSSL	482.48	—	175.71	658.19
CIFAR-10	AGR	85.12	77.70	0.02	162.84
	MISSL	85.12	0.06	0.01	85.19
	GSSL	1,221.03	—	111.54	1,332.57

The bold values refer to the values of the proposed method (MISSL).