. Author manuscript; available in PMC: 2025 Aug 13.

Published in final edited form as: J Alzheimers Dis. 2025 Jul 15;106(3):1021–1035. doi: 10.1177/13872877251350306

Table 2:

Prediction performance of different MLC-GCNs with different non-linear FC estimated based on histograms with different number of bins. The numbers after each model name means the number of histogram bins.

Dataset	Method	Acc	AUC	Spe	Sen	F1-score
ADNI2	MLC-GCN-CE₂₀	75.43±3.68	91.092±2.08	91.688±1.25	74.976±3.50	74.958±3.52
	MLC-GCN-CE₅₀	76.05±4.36	91.156±2.26	91.878±1.40	75.688±3.97	75.762±4.67
	MLC-GCN-CE₁₀₀	80.24±4.78	92.23±2.41	93.28±1.65	80.38±5.15	80.57±4.73
	MLC-GCN-KL₂₀	71.858±4.85	88.624±1.68	90.424±1.66	71.476±4.99	71.816±5.05
	MLC-GCN-KL₅₀	77.284±3.69	91.328±1.69	92.272±1.21	76.888±3.77	77.32±3.87
	MLC-GCN-KL₁₀₀	75.90±2.08	90.32±1.15	91.85±0.68	75.83±2.04	75.76±2.34
	MLC-GCN-MI_KDE	78.188±1.55	91.38±0.70	92.572±0.46	77.344±1.74	77.96±1.85
	MLC-GCN-MI₂₀	76.822±3.57	90.972±2.28	92.156±1.22	77.42±3.98	77.24±3.87
	MLC-GCN-MI₅₀	82.7±4.67	93.668±1.00	94.182±1.58	83.176±4.06	82.906±4.35
	MLC-GCN-MI₁₀₀	84.612±2.72	94.566±1.59	94.832±0.87	84.73±2.63	84.574±2.48
OASIS-3	MLC-GCN-CE₂₀	79.112±2.17	84.59±3.30	86.52±2.34	67.02±2.42	68.226±1.93
	MLC-GCN-CE₅₀	79.446±1.89	83.874±3.78	86.264±2.38	66.54±2.18	68.098±1.91
	MLC-GCN-CE₁₀₀	81.334±2.85	86.876±3.04	87.494±3.18	72.694±4.54	73.448±4.01
	MLC-GCN-KL₂₀	83.556±0.93	89.504±1.52	88.436±0.72	75.226±1.03	77.656±1.37
	MLC-GCN-KL₅₀	83.89±1.04	89.582±1.43	88.968±1.08	75.93±1.57	77.862±1.67
	MLC-GCN-KL₁₀₀	82.776±1.24	89.176±1.62	88.424±1.43	74.212±4.95	75.88±3.71
	MLC-GCN-MI_KDE	88.556±3.41	93.012±1.44	92.08±1.85	80.178±5.09	83.026±5.66
	MLC-GCN-MI₂₀	89.466±2.69	93.356±2.51	92.788±2.04	82.46±6.59	84.242±5.14
	MLC-GCN-MI₅₀	89.222±2.93	93.376±2.47	93.11±1.86	83.904±5.2	84.954±4.43
	MLC-GCN-MI₁₀₀	91.566±2.56	94.572±2.84	94.582±1.79	87.904±4.56	88.272±4.04