Supervised ML Algorithms in the High Dimensional Applications for Dimension Reduction

Table 7

Average performance of classifiers with automating the selection of 60% training and 40% testing on meta dataset.

Algorithms	Abalone	Bean	Iris	Breast tissue	Diabetes	Car		Rank			MRRA	Rank
LDA	0.734	0.543	0.599	1.551	1.014	1.790	6.231	10	1.038	0.521	1.091	10
K-NN	1.004	0.614	1.295	0.561	1.430	1.541	6.445	9	1.074	0.418	1.116	9
ID3	0.873	2.065	2.112	2.087	0.529	0.951	8.616	2	1.436	0.728	1.509	1
MLP	1.617	0.990	1.045	1.739	1.642	1.411	8.445	4	1.408	0.321	1.440	3
NBC	1.430	1.403	0.763	0.693	1.311	0.291	5.891	12	0.982	0.468	1.029	12
BVM	0.529	0.461	0.938	1.067	0.771	1.361	5.127	14	0.855	0.339	0.888	14
CVM	0.344	0.259	0.434	0.613	1.445	1.407	4.501	15	0.750	0.537	0.804	15
C4.5	1.561	1.501	1.125	0.942	1.367	0.949	7.446	6	1.241	0.274	1.268	6
C-RT	0.704	1.892	1.402	1.543	1.904	1.218	8.664	1	1.444	0.452	1.489	2
CS-CRT	1.518	1.798	1.132	1.280	1.179	1.550	8.457	3	1.410	0.257	1.435	4
CS-MC4	0.813	1.593	1.194	0.835	1.079	1.406	6.920	8	1.153	0.310	1.184	8
C-SVC	1.290	0.873	1.121	1.449	0.580	0.709	6.022	11	1.004	0.340	1.038	11
PLS-DA	1.901	1.196	1.936	1.034	0.626	0.859	7.552	5	1.259	0.545	1.313	5
PLS-LDA	1.106	0.746	1.284	0.632	0.546	1.183	5.498	13	0.916	0.313	0.948	13
RFT	1.719	1.209	0.763	1.116	1.718	0.516	7.041	7	1.173	0.490	1.222	7