Balance
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	SDIGA	8,600	2,472	0,0532	0,4869	0,6330
	MEFES	3,020	2,559	0,0608	0,4440	0,6823
5nn	SDIGA	8,600	2,222	0,0528	0,5414	0,6091
	MEFES	3,792	3,317	0,0611	0,4918	0,6561
10nn	SDIGA	7,800	2,161	0,0506	0,5498	0,5926
	MEFES	4,122	2,726	0,0569	0,4982	0,6307
German
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	SDIGA	3,000	2,000	0,0081	0,9894	0,5748
	MEFES	8,666	12,198	0,0069	0,9776	0,5730
5nn	SDIGA	3,000	2,000	0,0090	0,9456	0,5759
	MEFES	7,332	10,019	0,0054	0,7825	0,4580
10nn	SDIGA	3,000	2,000	0,0058	0,9727	0,5738
	MEFES	11,066	11,650	0,0066	0,9637	0,5760
Heart
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	SDIGA	3,600	3,447	0,0868	0,5860	0,6603
	MEFES	5,234	4,839	0,0718	0,4249	0,5407
5nn	SDIGA	3,600	3,300	0,0651	0,6804	0,6177
	MEFES	7,700	7,302	0,0746	0,6617	0,6404
10nn	SDIGA	3,400	3,430	0,0415	0,6433	0,4897
	MEFES	9,660	7,144	0,0553	0,6078	0,5197
Ionosphere
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	SDIGA	3,000	2,000	0,0829	0,8868	0,6734
	MEFES	4,066	14,626	0,0882	0,8838	0,6867
5nn	SDIGA	3,000	2,000	0,0278	0,8711	0,5911
	MEFES	4,532	12,928	0,0411	0,8088	0,6145
10nn	SDIGA	3,000	2,000	0,0452	0,8926	0,6150
	MEFES	3,334	16,294	0,0535	0,8754	0,6286
Iris
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	SDIGA	3,000	2,667	0,1822	1,0000	0,8427
	MEFES	0,000	0,000	0,1822	1,0000	0,8427
5nn	SDIGA	5,000	2,280	0,1636	0,9280	0,7938
	MEFES	0,760	2,340	0,1618	0,9200	0,7933
10nn	SDIGA	5,000	2,720	0,1333	0,7800	0,7382
	MEFES	1,080	1,940	0,1316	0,7680	0,7423
Magic
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	SDIGA	4,400	4,790	0,0271	0,7915	0,5511
	MEFES	2,786	2,804	0,0320	0,7900	0,5605
5nn	SDIGA	3,000	4,600	0,0265	0,9201	0,6130
	MEFES	1,660	4,925	0,0280	0,9196	0,6145
10nn	SDIGA	2,800	3,200	0,0163	0,8360	0,6558
	MEFES	1,300	3,502	0,0204	0,8345	0,6597
Monk-2
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	SDIGA	4,800	2,675	0,0868	0,5593	0,6700
	MEFES	8,940	2,828	0,1083	0,5394	0,7818
5nn	SDIGA	7,000	3,043	0,0637	0,4329	0,6005
	MEFES	6,074	3,094	0,0798	0,4178	0,6919
10nn	SDIGA	6,800	3,011	0,0641	0,4439	0,6190
	MEFES	5,818	3,468	0,0765	0,4249	0,6972
New-thyroid
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	SDIGA	4,200	3,053	0,0570	0,7575	0,7027
	MEFES	0,000	0,000	0,0570	0,7575	0,7027
5nn	SDIGA	4,600	3,050	0,0656	0,8788	0,7317
	MEFES	1,710	1,143	0,0652	0,8730	0,7489
10nn	SDIGA	4,000	3,250	0,0450	0,7321	0,7059
	MEFES	1,250	1,437	0,0452	0,7305	0,7190
Nursery
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	SDIGA	36,200	6,611	0,0110	0,0697	0,5868
	MEFES	0,672	0,444	0,0113	0,0692	0,5892
5nn	SDIGA	43,600	5,366	0,0101	0,0530	0,4472
	MEFES	0,688	0,485	0,0099	0,0515	0,4477
10nn	SDIGA	83,400	5,603	0,0041	0,0244	0,3699
	MEFES	0,612	0,219	0,0041	0,0240	0,3695
Page-Blocks
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	SDIGA	6,400	5,757	0,0005	0,7596	0,5852
	MEFES	0,766	0,252	0,0005	0,7596	0,5853
5nn	SDIGA	7,200	4,456	0,0012	0,6105	0,4165
	MEFES	5,034	2,975	0,0013	0,5908	0,4183
10nn	SDIGA	6,400	4,781	0,0008	0,6119	0,4740
	MEFES	1,706	1,128	0,0008	0,6119	0,4744
Penbased
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	SDIGA	37,800	7,601	0,0131	0,3631	0,8298
	MEFES	1,640	2,698	0,0131	0,3616	0,8327
5nn	SDIGA	54,600	8,618	0,0080	0,2736	0,7127
	MEFES	1,748	3,100	0,0080	0,2730	0,7133
10nn	SDIGA	86,200	9,855	0,0037	0,1653	0,6440
	MEFES	1,246	2,030	0,0037	0,1649	0,6446
Phoneme
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	SDIGA	3,000	3,533	0,0231	0,9036	0,6361
	MEFES	0,266	1,333	0,0237	0,9025	0,6366
5nn	SDIGA	3,000	3,733	0,0240	0,8851	0,6393
	MEFES	0,266	1,000	0,0242	0,8806	0,6396
10nn	SDIGA	3,000	3,733	0,0216	0,8256	0,6571
	MEFES	0,198	1,000	0,0216	0,8253	0,6571
Pima
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	SDIGA	3,000	3,067	0,0486	0,7134	0,7622
	MEFES	1,934	3,977	0,0495	0,7114	0,7637
5nn	SDIGA	3,000	3,000	0,0472	0,7175	0,7686
	MEFES	1,534	4,289	0,0476	0,7117	0,7701
10nn	SDIGA	3,000	3,200	0,0404	0,7197	0,7043
	MEFES	1,400	3,499	0,0388	0,7091	0,7021
Segment
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	SDIGA	7,200	6,850	0,0268	0,8444	0,4091
	MEFES	6,328	3,476	0,0269	0,6825	0,4216
5nn	SDIGA	13,800	5,509	0,0176	0,4761	0,4049
	MEFES	2,046	2,821	0,0199	0,4720	0,4139
10nn	SDIGA	25,600	6,251	0,0097	0,2431	0,3729
	MEFES	0,308	1,241	0,0097	0,2428	0,3734
Shuttle
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	SDIGA	7,000	4,629	0,0326	0,9714	0,3232
	MEFES	0,458	0,686	0,0326	0,9714	0,3232
5nn	SDIGA	8,800	5,931	0,0256	0,5582	0,4228
	MEFES	1,212	1,138	0,0256	0,5464	0,4228
10nn	SDIGA	8,200	6,197	0,0287	0,6296	0,3715
	MEFES	0,996	2,883	0,0292	0,6284	0,3722
Sonar
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	SDIGA	2,000	2,000	0,0105	0,9806	0,5067
	MEFES	0,700	2,783	0,0094	0,9763	0,5051
5nn	SDIGA	2,000	2,000	0,0047	0,9852	0,5016
	MEFES	0,400	1,450	0,0090	0,9672	0,5163
10nn	SDIGA	2,000	2,000	0,0037	0,9905	0,5023
	MEFES	0,400	1,750	0,0065	0,9818	0,5068
Spambase
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	SDIGA	2,000	2,000	0,0001	0,9879	0,4891
	MEFES	1,800	24,733	0,0033	0,9859	0,4923
5nn	SDIGA	2,000	2,000	0,0000	0,9981	0,5000
	MEFES	2,100	28,983	0,0002	0,9979	0,5024
10nn	SDIGA	2,000	2,000	0,0000	0,9983	0,5000
	MEFES	1,400	25,250	0,0001	0,9980	0,5004
Thyroid
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	SDIGA	3,800	2,000	0,0022	1,0000	0,4634
	MEFES	11,950	5,376	0,0027	0,7333	0,4563
5nn	SDIGA	3,800	2,000	0,0018	1,0000	0,4609
	MEFES	12,084	4,817	0,0025	0,7425	0,4616
10nn	SDIGA	3,800	2,000	0,0014	1,0000	0,4602
	MEFES	14,134	5,765	0,0026	0,7608	0,4648
Wdbc
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	SDIGA	2,000	2,700	0,1677	0,9963	0,7423
	MEFES	2,400	3,056	0,1702	0,9916	0,7511
5nn	SDIGA	2,000	2,700	0,0042	0,9856	0,5735
	MEFES	1,500	3,643	0,0229	0,9766	0,6056
10nn	SDIGA	2,000	2,000	0,0357	0,9977	0,5689
	MEFES	5,500	8,587	0,0629	0,9842	0,6293
Zoo
Noise	Alg	nR	nV	UNUS	SENS	FCNF
0nn	SDIGA	7,000	2,457	0,0565	0,8286	0,2706
	MEFES	29,400	6,710	0,0600	0,3286	0,3381
5nn	SDIGA	7,000	2,514	0,0536	0,8071	0,2820
	MEFES	33,114	7,378	0,0465	0,2429	0,3035
10nn	SDIGA	7,000	2,771	0,0498	0,7595	0,3164
	MEFES	29,972	7,158	0,0493	0,3071	0,4083