Supervised ML Algorithms in the High Dimensional Applications for Dimension Reduction

Table 5

Average performance of classifiers with user-purposed selection of 75% training and 25% testing on meta dataset.

Algorithm	Abalone	Iris	Bean	Diabetes	Breast Tissue	Car		Rank			MRRA	Rank
LDA	7.45	8.30	4.30	3.28	11.36	8.13	42.81	10	7.13	13.75	8.51	10
K-NN	5.59	7.93	2.79	6.22	9.19	2.26	33.97	13	5.66	10.99	6.76	13
ID3	14.25	10.91	14.21	11.59	8.81	14.25	74.02	1	12.34	23.41	14.68	1
MLP	8.17	4.62	7.94	4.73	9.44	10.25	45.14	9	7.52	14.38	8.96	9
NBC	6.37	7.07	9.57	8.79	3.08	6.13	41.00	12	6.83	13.08	8.14	12
BVM	8.01	5.48	7.94	8.22	4.47	7.35	41.45	11	6.91	13.13	8.22	11
CVM	3.44	2.88	2.96	3.41	8.44	5.47	26.60	15	4.43	8.61	5.29	15
C4.5	6.69	8.08	5.56	10.38	7.69	7.40	45.80	8	7.63	14.50	9.08	8
C-RT	11.87	10.19	12.57	12.01	11.88	10.98	69.47	2	11.58	21.89	13.77	2
CS-CRT	7.26	10.11	11.06	9.89	12.09	6.59	56.99	4	9.50	18.06	11.30	4
CS-MC4	7.92	7.28	10.33	12.24	9.41	8.99	56.16	5	9.36	17.76	11.14	5
C-SVC	3.32	2.84	6.38	5.33	5.10	10.46	33.42	14	5.57	10.82	6.65	14
PLS-DA	13.33	11.80	7.37	8.83	7.74	8.35	57.41	3	9.57	18.22	11.39	3
PLS-LDA	8.96	9.85	6.17	4.14	9.05	8.10	46.27	7	7.71	14.70	9.18	7
RFT	7.41	12.68	10.87	10.97	2.28	5.33	49.53	6	8.26	16.02	9.86	6