
***the best classification rate is 0.918033 with 42 features.


***the classification rates with respect to the number of features used in classification are:
0.688525	0.688525	0.737705	0.737705	0.721311	0.770492	0.770492	0.803279	0.819672	0.803279	0.803279	0.803279	0.819672	0.819672	0.819672	0.852459	0.885246	0.885246	0.885246	0.901639	0.885246	0.885246	0.885246	0.901639	0.901639	0.901639	0.885246	0.885246	0.885246	0.868852	0.885246	0.885246	0.885246	0.901639	0.901639	0.885246	0.901639	0.901639	0.885246	0.918033	0.918033	0.918033	0.901639	0.901639	0.901639	0.901639	0.901639	0.901639	0.901639	0.901639	0.901639	0.901639	0.901639	0.901639	0.901639	0.901639	0.901639	0.901639	0.901639	0.901639	0.901639	0.901639	0.901639	0.885246	0.885246	0.885246	0.885246	0.885246	0.901639	0.901639	0.885246	0.901639	0.901639	0.885246	0.885246	0.885246	0.901639	0.901639	0.901639	0.901639	0.901639	0.901639	0.901639	0.885246	0.901639	0.901639	0.901639	0.901639	0.885246	0.885246	0.885246	0.885246	0.885246	0.885246	0.885246	0.868852	0.885246	0.868852	0.852459	0.852459	

***the number of features used in final classification is 42


***the SVM scores corresponding to the subjects are:
0.897173	0.590883	0.232233	0.226207	0.079620	0.751616	0.159196	1.016707	0.856178	0.245671	0.494821	0.519641	0.873012	0.675034	-0.213972	-0.476677	0.294554	0.519503	0.457429	0.241499	0.453826	1.109399	0.370816	0.741924	1.463142	0.467898	0.339351	0.774262	0.317418	0.069590	0.905575	0.292409	0.864922	1.118735	0.079138	0.594899	0.356796	0.567924	-0.509575	-0.134410	-0.517022	-0.593119	-0.872174	-0.393583	-0.690590	1.109645	-0.362290	-0.671903	-0.046947	-0.374807	0.862637	-0.303939	-0.304137	0.393665	-1.057663	-0.801482	-0.081497	-0.761166	-0.393972	-0.156669	-0.006764	

***the data points for ploting ROC curve:

 fp: 0.0	0.000000	0.000000	0.043478	0.043478	0.043478	0.043478	0.043478	0.043478	0.043478	0.086957	0.086957	0.086957	0.086957	0.086957	0.086957	0.086957	0.086957	0.086957	0.086957	0.086957	0.086957	0.086957	0.086957	0.086957	0.130435	0.130435	0.130435	0.130435	0.130435	0.130435	0.130435	0.130435	0.130435	0.130435	0.130435	0.130435	0.130435	0.130435	0.130435	0.173913	0.217391	0.260870	0.304348	0.347826	0.347826	0.391304	0.434783	0.478261	0.521739	0.565217	0.608696	0.608696	0.652174	0.695652	0.739130	0.782609	0.826087	0.869565	0.913043	0.956522	1.000000	1.000000

 tp: 0.0	0.026316	0.052632	0.052632	0.078947	0.105263	0.131579	0.157895	0.184211	0.210526	0.210526	0.236842	0.263158	0.289474	0.315789	0.342105	0.368421	0.394737	0.421053	0.447368	0.473684	0.500000	0.526316	0.552632	0.578947	0.578947	0.605263	0.631579	0.657895	0.684211	0.710526	0.736842	0.763158	0.789474	0.815789	0.842105	0.868421	0.894737	0.921053	0.947368	0.947368	0.947368	0.947368	0.947368	0.947368	0.973684	0.973684	0.973684	0.973684	0.973684	0.973684	0.973684	1.000000	1.000000	1.000000	1.000000	1.000000	1.000000	1.000000	1.000000	1.000000	1.000000	1.000000
