Research Article

A Genetic Algorithm Based Multilevel Association Rules Mining for Big Datasets

Table 4

Average fitness of association rules mined from 1000 and 2000 transactions in two datasets.

Results from dataset 1
Number of transactions
Type Time (s)
20 62.5 125 250 400 1000 20002500

1000
GA 0.140.170.170.160.162062.5125
AP 00000.130.150.160.16
2000
GA 00.210.240.230.220.200.200.20
AP 000000.160.200.20

Results from dataset 2
Number of transactions
Type Time (s)
15 20 40 100 200 400 6001000

500
GA 0.350.360.350.350.350.350.350.35
AP 0000.290.360.350.350.35
1000
GA 00.360.370.350.350.350.350.35
AP 0000.260.280.360.350.35