Table 3.

Results of support vector machine (SVM).

	Brain volumetry								Clinical parameters											SVM parameters
	Hippo	Accumbent	Amygdala	Caudate	Thalamus	White.M	Gray.M	Ventricle	TMSE	LM	COWA-animals	COWA-KSP	Clock	Conpraxis	NPI4	NPI5	NPI7	NPI9	NPI 1–12	Setting		Trained set					Tested set
																				C	Gamma	N	TP rate	FP rate	Accuracy	ROC	N	TP rate	FP rate	Accuracy	ROC
1	x																			10	100	92	0.630	0.371	63.050	0.630	91	0.626	0.340	62.637	0.575
2		x																		10	100	92	0.598	0.406	59.783	0.596	91	0.571	0.431	57.143	0.579
3			x																	10	100	92	0.565	0.447	56.521	0.559	91	0.538	0.462	53.846	0.541
4				x																100	1	92	0.565	0.434	56.523	0.565	91	0.549	0.454	54.945	0.526
5					x															100	0.1	92	0.587	0.417	58.660	0.550	91	0.495	0.509	49.451	0.424
6						x														1	100	92	0.641	0.364	64.130	0.590	91	0.571	0.432	57.143	0.488
7							x													1	100	92	0.641	0.364	64.130	0.639	91	0.560	0.444	56.044	0.402
8								x												10	10	92	0.620	0.380	61.957	0.621	91	0.604	0.398	60.440	0.571
9	x						x													10	100	92	0.587	0.416	58.696	0.585	91	0.520	0.473	52.747	0.559
10	x					x	x													100	100	92	0.620	0.381	61.950	0.619	91	0.495	0.505	49.450	0.550
11	x	x	x	x	x	x	x													1	100	92	0.641	0.358	64.130	0.642	91	0.538	0.461	53.846	0.539
12	x	x	x	x	x	x	x	x												100	0.1	92	0.598	0.406	59.783	0.596	91	0.510	0.430	57.143	0.560
13											x		X							100	0.01	55	0.764	0.233	63.640	0.765	54	0.704	0.296	70.370	0.822
14												x								100	0.1	42	0.786	0.267	78.571	0.590	42	0.833	0.181	83.333	0.844
15	x								x											10	0.1	55	0.782	0.218	78.181	0.848	55	0.741	0.259	74.074	0.804
16									x	x	x	x	X	x						100	1	55	0.891	0.109	89.091	0.891	54	0.907	0.093	90.741	0.955
17	x								x	x	x	x	X	x						10	1	55	0.891	0.109	89.091	0.891	54	0.889	0.111	88.889	0.927
18	x	x	x	x	x	x	x	x	x	x	x	x	X	x						100	1	55	0.927	0.073	92.727	0.927	54	0.907	0.093	90.741	0.925
19															x	x	x	x	x	10	10	38	0.842	0.118	84.211	0.862	38	0.737	0.377	73.684	0.475
20															x					10	1	38	0.789	0.411	78.947	0.689	38	0.711	0.711	71.053	0.000
21																x				100	1	38	0.709	0.286	70.909	0.712	38	0.605	0.753	60.526	0.000
22																	x			10	1	38	0.789	0.411	78.947	0.689	38	0.684	0.721	68.421	0.175

Hippo, hippocampus; LM, learning memory; COWA, controlled oral word association test (animals; and letters K, S, P); clock, clock drawing test; NPI4, depression; NPI5, anxiety; NPI7, apathy; NPI9, irritability; TP rate, true positive rate; FP rate, false positive rate; ROC, receiver operating characteristic; curve (stands for AUC—area under the curve—in this table). Blue = main flow; Yellow = subjects excluded; Green = action done to the data.