Research Article

Unsupervised Optimal Discriminant Vector Based Feature Selection Method

Table 3

Class distribution and features of steel plates dataset.

Class Number of samples Features
NumberName

Pastry1581 X_Minimum
Z_Scratch1902X_Maximum
K_Scratch3913 Y_Minimum
Stains724Y_Maximum
Dirtiness555Pixels_Areas
Bumps4026X_Perimeter
Other_Faults6737Y_Perimeter
8Sum_of_Luminosity
9Minimum_of_Luminosity
10Maximum_of_Luminosity
11Length_of_Conveyer
12TypeOfSteel_A300
13TypeOfSteel_A400
14Steel_Plate_Thickness
15Edges_Index
16Empty_Index
17Square_Index
18Outside_X_Index
19Edges_X_Index
20Edges_Y_Index
21Outside_Global_Index
22LogOfAreas
23Log_X_Index
24Log_Y_Index
25Orientation_Index
26Luminosity_Index
27SigmoidOfAreas