Supervised ML Algorithms in the High Dimensional Applications for Dimension Reduction

Table 6

Average performance of classifiers with automating the selection of 75% training and 25% testing on meta dataset.

Algorithms	Abalone	Bean	Iris	Breast tissue	Diabetes	Car		Rank			MRRA	Rank
LDA	0.571	0.770	1.239	0.915	0.530	0.931	4.956	14	0.826	0.263	0.852	14
K-NN	1.737	1.783	0.825	1.105	1.594	0.879	7.923	5	1.320	0.436	1.364	4
ID3	0.683	0.601	0.871	0.729	0.566	0.843	4.294	15	0.716	0.124	0.728	15
MLP	1.546	1.359	1.491	1.580	1.747	1.333	9.056	2	1.509	0.153	1.525	2
NBC	0.431	0.504	0.974	0.934	1.014	1.117	4.975	13	0.829	0.287	0.858	13
BVM	1.526	1.615	1.207	1.573	1.696	1.226	8.844	3	1.474	0.207	1.495	3
CVM	1.757	1.809	1.621	1.676	1.646	1.680	10.191	1	1.698	0.071	1.706	1
C4.5	1.504	1.184	1.189	1.131	1.404	0.967	7.379	6	1.230	0.194	1.249	6
C-RT	0.822	0.936	0.974	0.706	1.068	0.633	5.140	12	0.857	0.167	0.873	12
CS-CRT	1.086	0.801	0.939	1.242	0.768	0.669	5.504	11	0.917	0.216	0.939	11
CS-MC4	0.854	1.009	1.200	1.107	0.809	0.835	5.814	10	0.969	0.162	0.985	10
C-SVC	1.287	1.121	1.154	0.863	0.881	1.744	7.049	8	1.175	0.323	1.207	7
PLS-DA	0.703	1.142	0.900	1.165	1.132	1.574	6.616	9	1.103	0.293	1.132	9
PLS-LDA	0.949	1.329	1.175	1.221	0.930	1.477	7.081	7	1.180	0.214	1.201	8
RFT	1.686	1.161	1.382	1.196	1.357	1.236	8.019	4	1.336	0.192	1.356	5