Balance
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	NMEEFSD	2,400	2,000	0,0726	0,5513	0,6742
	MEFES	3,300	4,486	0,0943	0,5149	0,7952
5nn	NMEEFSD	2,400	2,000	0,0678	0,5492	0,6684
	MEFES	2,700	4,426	0,0844	0,5145	0,7564
10nn	NMEEFSD	2,000	2,000	0,0769	0,5799	0,6897
	MEFES	2,100	4,567	0,0829	0,5522	0,7291
German
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	NMEEFSD	10,400	2,763	0,0336	0,8174	0,7700
	MEFES	4,365	6,846	0,0371	0,8030	0,7785
5nn	NMEEFSD	11,000	2,743	0,0318	0,7899	0,7675
	MEFES	4,035	7,044	0,0354	0,7744	0,7763
10nn	NMEEFSD	7,800	2,421	0,0244	0,8192	0,7537
	MEFES	4,243	6,729	0,0291	0,8004	0,7640
Heart
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	NMEEFSD	6,400	2,432	0,1076	0,8688	0,7219
	MEFES	5,156	5,906	0,1339	0,8127	0,7989
5nn	NMEEFSD	5,800	2,497	0,1066	0,8434	0,7212
	MEFES	5,851	5,726	0,1293	0,7839	0,7962
10nn	NMEEFSD	5,800	2,307	0,0916	0,8232	0,6996
	MEFES	6,353	6,076	0,1009	0,7390	0,7387
Ion
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	NMEEFSD	2,600	3,317	0,1479	0,9911	0,8718
	MEFES	3,567	6,669	0,1494	0,9659	0,8838
5nn	NMEEFSD	4,400	2,602	0,0986	0,9742	0,7960
	MEFES	6,569	7,058	0,1169	0,9161	0,8481
10nn	NMEEFSD	4,800	2,546	0,1035	0,9646	0,7935
	MEFES	7,824	7,838	0,1183	0,9049	0,8344
Iris
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	NMEEFSD	5,600	2,393	0,1875	1,0000	0,8834
	MEFES	0,000	0,000	0,1875	1,0000	0,8834
5nn	NMEEFSD	3,800	2,317	0,1591	0,9683	0,7798
	MEFES	2,283	4,249	0,1574	0,9533	0,7892
10nn	NMEEFSD	3,000	2,333	0,1578	0,9600	0,7712
	MEFES	2,133	3,185	0,1548	0,9467	0,7685
Magic
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	NMEEFSD	11,200	4,075	0,0534	0,9829	0,7033
	MEFES	6,438	7,401	0,0706	0,9758	0,7237
5nn	NMEEFSD	4,200	3,080	0,0665	0,9144	0,7442
	MEFES	6,060	6,804	0,0728	0,9112	0,7523
10nn	NMEEFSD	3,000	3,000	0,0534	0,9267	0,7219
	MEFES	7,000	7,425	0,0602	0,9231	0,7305
Monk-2
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	NMEEFSD	2,200	2,000	0,1220	0,6571	0,8210
	MEFES	2,567	4,645	0,1436	0,6092	0,9478
5nn	NMEEFSD	2,800	2,000	0,1163	0,6422	0,7965
	MEFES	1,933	5,401	0,1261	0,6085	0,8567
10nn	NMEEFSD	3,200	2,000	0,1000	0,6068	0,7667
	MEFES	3,467	5,251	0,1059	0,5575	0,8227
New-Thyroid
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	NMEEFSD	1,800	4,400	0,1433	1,0000	0,8500
	MEFES	0,000	0,000	0,1433	1,0000	0,8500
5nn	NMEEFSD	2,400	3,067	0,1194	0,9811	0,8240
	MEFES	0,350	2,133	0,1210	0,9811	0,8257
10nn	NMEEFSD	2,600	2,900	0,1092	0,9689	0,8090
	MEFES	2,300	5,181	0,1121	0,9672	0,8125
Nursery
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	NMEEFSD	1,200	2,700	0,2000	0,9000	0,9000
	MEFES	0,000	0,000	0,2000	0,9000	0,9000
5nn	NMEEFSD	1,800	2,840	0,1752	0,8011	0,8135
	MEFES	9,080	6,776	0,1715	0,7836	0,8152
10nn	NMEEFSD	6,400	3,856	0,1241	0,5859	0,5793
	MEFES	4,110	6,213	0,1209	0,5714	0,5781
Page-Blocks
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	NMEEFSD	15,600	5,844	0,0249	0,9985	0,9302
	MEFES	3,131	8,029	0,0279	0,9977	0,9342
5nn	NMEEFSD	5,400	2,665	0,0136	0,9862	0,9042
	MEFES	9,554	6,270	0,0160	0,9858	0,9156
10nn	NMEEFSD	6,200	2,555	0,0105	0,9777	0,8928
	MEFES	13,869	6,321	0,0136	0,9762	0,9078
Penbased
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	NMEEFSD	2,800	3,367	0,0570	0,6979	0,7155
	MEFES	2,933	5,332	0,0571	0,6969	0,7357
5nn	NMEEFSD	1,400	3,800	0,0607	0,7788	0,6457
	MEFES	4,400	6,783	0,0600	0,7682	0,6580
10nn	NMEEFSD	0,600	1,800	0,0259	0,3327	0,4076
	MEFES	2,200	2,787	0,0253	0,3223	0,4389
Phoneme
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	NMEEFSD	3,000	3,000	0,0426	0,9993	0,7221
	MEFES	2,533	4,878	0,0426	0,9991	0,7222
5nn	NMEEFSD	2,800	3,100	0,0419	0,9996	0,7222
	MEFES	1,733	5,233	0,0420	0,9992	0,7223
10nn	NMEEFSD	2,800	3,100	0,0388	0,9992	0,7234
	MEFES	0,967	5,670	0,0389	0,9989	0,7236
Pima
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	NMEEFSD	8,400	3,358	0,0730	0,9430	0,7252
	MEFES	4,244	6,206	0,0736	0,9363	0,7266
5nn	NMEEFSD	6,400	3,102	0,0677	0,9373	0,7216
	MEFES	6,968	6,632	0,0686	0,9271	0,7245
10nn	NMEEFSD	4,400	2,867	0,0581	0,9299	0,7214
	MEFES	5,453	6,707	0,0592	0,9169	0,7237
Segment
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	NMEEFSD	52,400	5,179	0,1180	0,9979	0,9566
	MEFES	0,000	0,000	0,1180	0,9979	0,9566
5nn	NMEEFSD	3,000	2,000	0,1054	0,9788	0,8592
	MEFES	8,800	4,658	0,1053	0,9677	0,9089
10nn	NMEEFSD	2,400	2,000	0,0999	0,9354	0,7988
	MEFES	3,767	4,314	0,0995	0,9162	0,8731
Shuttle
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	NMEEFSD	2,600	3,050	0,0680	0,9999	0,7914
	MEFES	0,000	0,000	0,0680	0,9999	0,7914
5nn	NMEEFSD	2,000	2,300	0,0749	0,9874	0,8425
	MEFES	3,000	6,507	0,0765	0,9874	0,8441
10nn	NMEEFSD	2,400	2,967	0,0625	0,9794	0,8351
	MEFES	11,333	6,901	0,0656	0,9782	0,8385
Sonar
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	NMEEFSD	3,800	2,790	0,0817	0,9572	0,6100
	MEFES	2,090	6,622	0,0799	0,9179	0,6108
5nn	NMEEFSD	3,400	2,470	0,0899	0,9380	0,6235
	MEFES	2,400	6,518	0,0939	0,9120	0,6368
10nn	NMEEFSD	4,200	2,533	0,0758	0,9147	0,6169
	MEFES	2,427	6,438	0,0780	0,8721	0,6273
Spambase
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	NMEEFSD	23,400	13,146	0,0466	0,9913	0,6794
	MEFES	19,752	21,643	0,0600	0,9816	0,6946
5nn	NMEEFSD	17,600	4,561	0,0296	0,9097	0,6633
	MEFES	5,033	28,921	0,0305	0,9041	0,6645
10nn	NMEEFSD	14,800	4,189	0,0215	0,8492	0,6531
	MEFES	3,376	17,741	0,0218	0,8445	0,6532
Thyroid
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	NMEEFSD	6,800	3,110	0,0081	0,9665	0,9430
	MEFES	5,166	8,930	0,0082	0,9664	0,9430
5nn	NMEEFSD	6,800	3,486	0,0078	0,9121	0,9419
	MEFES	11,191	10,455	0,0077	0,9113	0,9418
10nn	NMEEFSD	8,000	4,249	0,0068	0,8397	0,9376
	MEFES	4,154	11,386	0,0068	0,8394	0,9377
Wdbc
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	NMEEFSD	14,600	4,833	0,1926	0,9991	0,8294
	MEFES	8,418	9,807	0,1919	0,9827	0,8346
5nn	NMEEFSD	5,400	2,292	0,1365	0,9815	0,7259
	MEFES	10,035	7,056	0,1425	0,9564	0,7460
10nn	NMEEFSD	4,800	2,125	0,0941	0,9671	0,7435
	MEFES	4,820	5,304	0,1195	0,9332	0,7965
Zoo
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	NMEEFSD	225,000	6,214	0,0913	0,8234	0,8233
	MEFES	5,346	12,512	0,0911	0,8125	0,8324
5nn	NMEEFSD	138,800	6,016	0,0734	0,6258	0,6650
	MEFES	9,256	12,060	0,0688	0,5541	0,6110
10nn	NMEEFSD	103,000	6,123	0,0497	0,5312	0,6027
	MEFES	5,913	11,355	0,0491	0,5254	0,6044