Applied Computational Intelligence and Soft Computing

Research Article

Data and Feature Reduction in Fuzzy Modeling through Particle Swarm Optimization

Table 10

Best subsets of features for housing data.
FSubset of features
D = 10%D = 30%D = 50%D = 70%D = 90%
10%12661212
20%5, 12, 136, 9, 136, 9, 106, 9, 106, 9, 10
30%6, 7, 9, 135, 6, 9, 114, 6, 9, 131, 6, 9, 102, 3, 12, 13
40%1, 3, 6, 10, 134, 6, 9, 10, 136, 9, 10, 12, 133, 5, 6, 9, 101, 4, 6, 9, 10
50%3, 6, 7, 8, 9, 10, 111, 2, 6, 9, 10, 11, 131, 3, 5, 6, 8, 9, 111, 5, 6, 9, 10, 11, 121, 6, 9, 10, 11, 12, 13
60%3, 5, 6, 7, 8, 9, 12, 133, 5, 6, 7, 8, 9, 10, 111, 3, 5, 6, 7, 9, 10, 111, 3, 5, 6, 7, 9, 10, 111, 3, 6, 7, 8, 9, 11, 13
70%3, 5, 6, 7, 8, 9, 10, 12, 131, 3, 4, 5, 6, 9, 10, 11, 131, 3, 5, 6, 7, 9, 10, 11, 131, 3, 5, 6, 7, 9, 10, 11, 131, 3, 6, 7, 8, 9, 10, 11, 13
80%1, 3, 4, 5, 6, 8, 9, 10, 11, 131, 3, 5, 6, 8, 9, 10, 11, 12, 131, 3, 5, 6, 7, 8, 9, 10, 11, 131, 3, 5, 6, 7, 8, 9, 10, 11, 131, 3, 5, 6, 7, 8, 9, 10, 11, 13
90%1, 2, 3, 4, 5, 6, 7, 8, 10, 11, 12, 131, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 131, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 131, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 131, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13