Dataset | # Examples | Classes (min, maj) | # Classes before (min/maj) | IR before | k | t | # Classes after (min, maj) | IR After |
GlassBWNFP | 214 | (build-wind-non-float, remainder) | (76, 138) | 1.82 | 15 | 5 | (76, 76) | 1.00 |
EcoliCP-IM | 220 | (im, remainder) | (77, 143) | 1.86 | 15 | 1 | (77, 122) | 1.58 |
Pima | 768 | (1,0) | (268, 500) | 1.87 | 27 | 5 | (268, 228) | 0.85 |
GlassBWFP | 214 | (build-wind-float, remainder) | (70, 144) | 2.06 | 15 | 3 | (70, 67) | 0.96 |
German | 1000 | (bad, good) | (300, 700) | 2.33 | 31 | 7 | (300, 326) | 1.09 |
Post-Oper | 90 | (S, remainder) | (24, 66) | 2.75 | 9 | 4 | (24, 15) | 0.63 |
Habermann | 306 | (die, survive) | (81, 225) | 2.77 | 17 | 4 | (81, 104) | 1.28 |
Splice-ie | 3176 | (ie, remainder) | (768, 2422) | 3.15 | 57 | 9 | (768, 773) | 1.01 |
Splice-ei | 3176 | (ei, remainder) | (767, 2423) | 3.15 | 57 | 9 | (767, 572) | 0.75 |
GlassNW | 214 | (non-wind-glass, remainder) | (51, 163) | 3.19 | 15 | 1 | (51, 141) | 2.76 |
VehicleVan | 846 | (van, remainder) | (199, 647) | 3.25 | 29 | 1 | (199, 394) | 1.98 |
EcoliIM | 336 | (im, remainder) | (77, 259) | 3.36 | 19 | 1 | (77, 186) | 2.42 |
Letter-vowel | 20000 | (all vowels, remainder) | (3878, 16122) | 4.15 | 161 | 1 | (3878, 4543) | 1.17 |
New-Thyroid | 215 | (hypo, remainder) | (30, 185) | 6.16 | 15 | 1 | (30, 172) | 5.73 |
Segment1 | 2310 | (brickface, sky) | (330, 1980) | 6.00 | 49 | 1 | (330, 1695) | 5.14 |
EcoliIMU | 336 | (iMU, remainder) | (35, 301) | 8.60 | 19 | 1 | (35, 236) | 6.74 |
Optdigits0 | 5564 | (0, remainder) | (554, 5066) | 9.14 | 75 | 1 | (554, 4951) | 8.94 |
Satimage4 | 6435 | (4, remainder) | (626, 5809) | 9.28 | 91 | 1 | (626, 4880) | 7.80 |
Vowel0 | 990 | (0, remainder) | (90, 900) | 10.00 | 31 | 1 | (90, 881) | 8.79 |
Flag | 194 | (white, remainder) | (17, 177) | 10.41 | 15 | 1 | (17, 61) | 3.59 |
GlassVWFP | 214 | (ve-win-float-proc, remainder) | (17, 197) | 11.58 | 15 | 1 | (17, 151) | 8.88 |
EcoliOM | 336 | (om, remainder) | (20, 316) | 15.80 | 19 | 1 | (20, 279) | 13.95 |
GlassContainers | 214 | (containers, remainder) | (13, 201) | 15.46 | 15 | 1 | (13, 175) | 13.46 |
Abalone9-18 | 731 | (18, 9) | (42, 689) | 16.40 | 81 | 1 | (42, 46) | 1.10 |
GlassTableware | 214 | (tableware, remainder) | (9, 205) | 22.77 | 15 | 1 | (9, 175) | 19.44 |
YeastCyt-Pox | 483 | (Pox, Cyt) | (20, 463) | 23.15 | 21 | 1 | (20, 344) | 17.20 |
YeastME2 | 1484 | (ME2, remainder) | (51, 1433) | 28.10 | 39 | 1 | (51, 1015) | 19.90 |
YeastME1 | 1484 | (ME1, remainder) | (44, 1440) | 32.72 | 39 | 1 | (44, 1313) | 29.84 |
YeastEXC | 1484 | (EXC, remainder) | (35, 1449) | 41.40 | 39 | 1 | (35, 1129) | 32.26 |
Car | 1728 | (good, remainder) | (69, 1659) | 24.04 | 41 | 1 | (69, 556) | 8.06 |
Letter-A | 20000 | (a, remainder) | (789, 19211) | 24.34 | 141 | 1 | (789, 16680) | 21.14 |
Nursery | 12960 | (rec + very − rec, remainder) | (330, 12630) | 38.27 | 113 | 1 | (330, 6692) | 20.28 |
Abalone19 | 4177 | (19, remainder) | (32, 4145) | 129.53 | 65 | 1 | (32, 2983) | 93.21 |