Table 3 Computation of the rankings for the six algorithms considered in the study over 7 data sets, based on the Minkowski Score values obtained
From: Feature selection and semi-supervised clustering using multiobjective optimization
Data set | Semi-FeaClusMOO | Semi-FeaClusMOO Euc | FeaClusMOO | VAMOSA | VGAPS | KM |
|---|---|---|---|---|---|---|
Iris | 0.39(1) | 0.39(1) | 0.44(2) | 0.80(5) | 0.62(3) | 0.68(4) |
Cancer | 0.31(1) | 0.37(3) | 0.31(1) | 0.32(2) | 0.37(3) | 0.37(3) |
Newthyroid | 0.46(1) | 0.47(2) | 0.54(3) | 0.57(4) | 0.58(5) | 0.94(6) |
Wine | 0.62(1) | 0.64(2) | 0.67(3) | 0.97(4) | 1.12(5) | 1.40(6) |
LiverDisorder | 0.64(1) | 0.98(2) | 0.98(2) | 0.98(2) | 0.98(2) | 0.98(2) |
LungCancer | 0.70(1) | 0.71(2) | 0.70(1) | 0.85(3) | 1.24(4) | 1.45(5) |
Glass | 1.03(1) | 1.05(2) | 1.05(2) | 1.08(3) | 1.10(4) | 1.69(5) |
Average rank | 1 | 2 | 2 | 3.28 | 3.71 | 6.2 |