Research Article

A Genetic Algorithm Based Multilevel Association Rules Mining for Big Datasets

Table 3

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

Results from dataset 1
Number of transactions
Type Time (s)
62.5 125 250 400 1000 2000 2500

1000
GA 32.8 67.7 94.4 97 97 97 97
AP 0 0 0 1 56 98 98
2000
GA 7 30.4 66.9 92.3 116.6 116.6 116.6
AP 0 0 0 0 35 97 118

Results from dataset 2
Number of transactions
Type Time (s)
15 20 40 100 200 400 600

500
GA 57.6 97.2 150.9 151 151 151 151
AP 0 0 0 46.4 130 151 151
1000
GA 0 57.3 130.9 147 147 147 147
AP 0 0 0 39 74 141 147