Localized instance fusion of MRI data of Alzheimer’s disease for classification based on instance transfer ensemble learning

Table 3 Evaluation of ITL + ELA algorithms in the case of same features

	Parameter		SD_GraTrans_Opt +TD_train (%)	SD_GraTrans +TD_train (%)	TD_train (%)	SD+TD_train (%)
	Cost	Gamma	SD_GraTrans_Opt +TD_train (%)	SD_GraTrans +TD_train (%)	TD_train (%)	SD+TD_train (%)
SVM (linear)	2	0.03125	83.33	78.33	76.67	50
	1.5	0.03125	83.33	76.67	76.67	50
	1	0.03125	83.33	76.67	76.67	50
	1	0.3125	80	76.67	76.67	50
	1	0.003125	83.33	76.67	76.67	50
SVM (RBF)	2	0.03125	83.33	76.67	76.67	50
	1.5	0.03125	83.33	76.67	76.67	50
	1	0.03125	83.33	78.33	76.67	50
	1	0.3125	83.33	78.33	76.67	50
	1	0.003125	81.67	66.67	60	50

The italicized data represents the highest classification accuracy under the same experimental conditions

ISSN: 1475-925X