Research Article
A Novel Method of Interestingness Measures for Association Rules Mining Based on Profit
Table 8
Various measure evaluation results of various rules.
(a) |
| Rules | Cost | Profit | Sup. | Con. | Lift | Imp. | Csa. | Bi-imp. | IFBP |
| | 1 | 2 | 0.3 | 0.75 | 1.88 | 0.35 | 2.26 | 0.23 | 0.23 | | 5 | 6 | 0.3 | 0.75 | 1.88 | 0.35 | 2.26 | 0.23 | 0.23 | | 5 | 4 | 0.5 | 1 | 1.42 | 0.3 | 2.1 | 0.3 | −0.3 | | 7 | 5 | 0.3 | 0.75 | 1.5 | 0.25 | 1.58 | 0.16 | −0.32 | | 3 | 3 | 0.5 | 0.71 | 1.42 | 0.21 | 1.33 | 0.49 | 0 | | 1 | 5 | 0.4 | 1 | 1.25 | 0.2 | 1.58 | 0.13 | 0.52 | | 5 | 5 | 0.4 | 1 | 1.25 | 0.2 | 1.58 | 0.13 | 0 | | 6 | 3 | 0.3 | 0.6 | 1.5 | 0.2 | 1.29 | 0.2 | −0.6 | | 2 | 7 | 0.4 | 0.8 | 1.14 | 0.1 | 0.69 | 0.1 | 0.5 | | 1 | 3 | 0.4 | 0.5 | 1.25 | 0.1 | 0.65 | 0.4 | 0.8 | | 2 | 2 | 0.4 | 0.5 | 1.25 | 0.1 | 0.65 | 0.4 | 0 | | 3 | 5 | 0.4 | 0.57 | 1.14 | 0.07 | 0.44 | 0.18 | 0.36 | | 4 | 7 | 0.3 | 0.75 | 1.08 | 0.05 | 0.35 | 0.03 | 0.09 | | 1 | 5 | 0.5 | 0.83 | 1.04 | 0.03 | 0.24 | 0.045 | 0.18 | | 2 | 4 | 0.5 | 0.63 | 1.04 | 0.03 | 0.19 | 0.12 | 0.24 | | 5 | 3 | 0.3 | 0.43 | 1.08 | 0.03 | 0.19 | 0.07 | −0.14 | | 3 | 5 | 0.4 | 0.5 | 1 | 0 | 0 | 0 | 0 | | 1 | 3 | 0.4 | 0.5 | 1 | 0 | 0 | 0 | 0 | | 2 | 5 | 0.4 | 0.8 | 1 | 0 | 0 | 0 | 0 | | 2 | 5 | 0.4 | 0.8 | 1 | 0 | 0 | 0 | 0 | | 5 | 7 | 0.3 | 0.38 | 0.95 | −0.02 | −0.13 | −0.08 | −0.16 | | 3 | 4 | 0.4 | 0.57 | 0.95 | −0.03 | −0.19 | −0.07 | −0.07 | | 2 | 4 | 0.4 | 0.67 | 0.95 | −0.03 | −0.21 | −0.045 | −0.09 | | 3 | 5 | 0.3 | 0.75 | 0.95 | −0.05 | −0.4 | −0.03 | −0.06 | | 1 | 4 | 0.5 | 0.63 | 0.89 | −0.07 | −0.48 | −0.28 | −0.84 | | 4 | 5 | 0.5 | 0.71 | 0.89 | −0.09 | −0.71 | −0.21 | −0.21 |
|
|
(b) |
| Rules | Cost | Profit | Lift Rank | Imp. Rank | Csa. Rank | Bi-imp. Rank | IFBP Rank |
| | 1 | 2 | 1 | 1 | 1 | 5 | 6 | | 5 | 6 | 2 | 2 | 2 | 6 | 7 | | 5 | 4 | 6 | 3 | 3 | 4 | 23 | | 7 | 5 | 3 | 4 | 4 | 9 | 24 | | 3 | 3 | 5 | 5 | 7 | 1 | 12 | | 1 | 5 | 8 | 6 | 5 | 10 | 2 | | 5 | 5 | 10 | 7 | 6 | 11 | 15 | | 6 | 3 | 4 | 8 | 8 | 7 | 25 | | 2 | 7 | 11 | 9 | 9 | 13 | 3 | | 1 | 3 | 7 | 10 | 10 | 2 | 1 | | 2 | 2 | 9 | 11 | 11 | 3 | 13 | | 3 | 5 | 12 | 12 | 12 | 8 | 4 | | 4 | 7 | 13 | 13 | 13 | 16 | 9 | | 1 | 5 | 16 | 14 | 14 | 15 | 8 | | 2 | 4 | 15 | 15 | 15 | 12 | 5 | | 5 | 3 | 14 | 16 | 16 | 14 | 20 | | 3 | 5 | 17 | 17 | 17 | 17 | 10 | | 1 | 3 | 18 | 18 | 18 | 18 | 11 | | 2 | 5 | 19 | 19 | 19 | 19 | 14 | | 2 | 5 | 20 | 20 | 20 | 20 | 16 | | 5 | 7 | 24 | 21 | 21 | 24 | 21 | | 3 | 4 | 22 | 22 | 22 | 23 | 18 | | 2 | 4 | 23 | 23 | 23 | 22 | 19 | | 3 | 5 | 21 | 24 | 24 | 21 | 17 | | 1 | 4 | 26 | 25 | 25 | 26 | 26 | | 4 | 5 | 25 | 26 | 26 | 25 | 22 |
|
|
Note: keep two digits after the decimal point.
|