Research Article

Toward a General-Purpose Heterogeneous Ensemble for Pattern Classification

Table 3

Performance (AUC) obtained in different image datasets using LTP as texture descriptor.

LTPDatasets (AUC)AvRA
PSVICHSMHIBRPRHELOTRPIRNPALE

SVM 0.91440.93491.0000.99750.91560.96920.89680.98140.99490.99260.92860.96960.89030.97920.95467.0
RS-SVM0.90710.93521.0000.99760.91950.97630.90300.98260.99500.99240.93160.97130.89440.98070.95625.9
GPC0.90860.91310.99970.99710.91980.97890.88650.98160.99640.99300.90900.97690.89680.97520.95238.1
RS_AB0.91210.92540.99980.99740.89240.98100.90790.98130.99650.99530.92420.97710.89590.97380.95437.0
RS_RB0.91100.92930.99990.99530.91360.97390.88860.98060.99690.99550.91780.99000.89400.97380.95437.6
DL10.89270.91730.99990.99520.90720.98110.84860.98010.99620.99650.91470.98370.88650.98110.94868.7
DL20.89650.92200.99980.99560.89450.98150.87800.98060.99560.99590.90610.98780.88690.79000.93659.4
DL30.78020.92390.99990.99630.90820.98150.87790.98120.99580.99620.90140.99160.88950.95250.94128.5
S_D0.89850.92441.0000.99580.91430.98350.87830.98180.99580.99660.91510.99160.89600.98060.95376.0
E10.91300.91960.99970.99740.91620.98120.89990.98160.99620.99450.91910.97980.89830.97480.95517.2
E20.91650.93370.99980.99730.91840.98090.90070.98370.99690.99600.92380.98840.90300.97680.95835.1
E30.91650.93611.0000.99750.92290.98160.90900.98430.99700.99680.93130.98350.90800.97960.96032.8
E40.91640.93721.0000.99750.92350.98240.90590.98510.99730.99710.93180.98640.90930.98080.96082.2