Applied Computational Intelligence and Soft Computing

Research Article

Data and Feature Reduction in Fuzzy Modeling through Particle Swarm Optimization

Table 9

Best subsets of features for body fat data.
FSubset of features
D = 50%D = 60%D = 70%D = 80%
10%1111
20%1, 6, 71, 3, 71, 3, 71, 3, 7
30%1, 6, 7, 91, 7, 8, 91, 3, 7, 91, 3, 7, 9
40%1, 6, 7, 8, 9, 121, 3, 4, 7, 8, 91, 3, 6, 7, 8, 91, 7, 8, 9, 11, 12
50%1, 2, 6, 7, 8, 12, 141, 4, 8, 9, 11, 12, 141, 3, 7, 8, 9, 12, 141, 3, 4, 5, 7, 8, 12
60%1, 2, 6, 7, 8, 11, 12, 141, 3, 4, 7, 8, 9, 11, 141, 3, 5, 7, 9, 11, 12, 141, 3, 5, 7, 8, 11, 12, 14
70%1, 3, 4, 5, 6, 8, 9, 11, 12, 141, 3, 4, 5, 7, 8, 9, 11, 12, 141, 3, 4, 5, 7, 8, 9, 11, 12, 141, 3, 4, 5, 7, 8, 9, 11, 12, 14
80%1, 3, 4, 5, 6, 7, 8, 9, 10, 12, 141, 3, 4, 5, 6, 7, 8, 9, 10, 12, 141, 3, 4, 5, 6, 7, 8, 9, 11, 12, 141, 3, 4, 5, 6, 7, 8, 9, 11, 12, 14
90%1, 2, 3, 4, 5, 6, 8, 9, 10, 11, 12, 13, 141, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 141, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 141, 23, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14