Table 4: F-measure of final classification in various ratios.

RatioNaïve 
Bayes
SVMRegressionOneRC4.5Random 
Forest

EM50:5010.9880.999111
60:4010.9890.999111
70:300.9990.99910.9830.9991
80:2010.9941111
90:10111111
95:5111111
99:10.99311111
simpleK50:500.9490.99510.9120.9970.998
60:400.9520.99610.910.9980.999
70:300.9520.99610.9120.9990.999
80:200.9080.99910.9060.9990.999
90:100.908110.8980.9991
95:5111111
99:10.959110.92911
Farthest First50:500.9980.99910.98311
60:400.9980.99910.9830.9991
70:300.999110.9830.9991
80:200.999110.98311
90:100.999110.98411
95:50.9950.99910.82811
99:10.979110.73611
XMeans50:500.9490.99510.9120.9970.998
60:400.9520.99610.9100.9980.999
70:300.996110.98811
80:200.9490.99710.91511
90:100.959110.88011
95:50.9470.99910.91311
99:10.999110.90811
Density
Based
50:500.9560.9890.9970.9270.9980.999
60:400.9560.9920.9980.9180.9990.999
70:300.9550.9930.9980.9190.9990.999
80:200.975110.97711
90:100.97410.9990.97511
95:5111111
99:1111111