Table 4: The accuracy of CATW with improved FOIL gain measure.

FOILCMARCPARTWAW(0.8)/TWAW(0.5)/TW

Auto 0.7760.7810.820.79840.79340.7883
Cleve 0.74230.8220.8150.76950.79070.8014
Glass 0.71560.7010.7440.73850.74810.7481
Heart 0.81480.8220.8260.82140.80950.8095
Hepati0.780.8050.7940.84440.85790.8705
Horse 0.71240.8260.8420.78560.79150.8032
Iono 0.8890.9150.9260.91090.92930.9263
Iris 0.95330.940.9470.95830.95830.9583
Labor 0.75670.8970.8470.81480.92060.9365
Lymph 0.74240.8310.8230.81570.83800.8454
Wine 0.93790.950.9550.95260.97080.9708
Zoo 0.94090.9710.9510.95030.93100.9310

Average 0.81340.85510.85750.84670.86160.8658