From: Mining precise cause and effect rules in large time series data of socio-economic indicators
Accuracy parameters | Proposed method | Li et al. (2013) | Jin et al. (2012) | Silverstein et al. (2000) | Granger causality | Bayesian network |
---|---|---|---|---|---|---|
WBD-10, Rules: 50, CR:16, NCR: 34 | ||||||
TP | 15 | 13 | 12 | 11 | 11 | 12 |
TN | 31 | 28 | 25 | 22 | 23 | 27 |
FP | 3 | 6 | 9 | 12 | 11 | 7 |
FN | 1 | 3 | 4 | 5 | 5 | 4 |
WBD-20, Rules: 100, CR:38, NCR: 62 | ||||||
TP | 35 | 32 | 28 | 26 | 25 | 29 |
TN | 56 | 51 | 46 | 41 | 42 | 48 |
FP | 6 | 11 | 16 | 21 | 20 | 14 |
FN | 3 | 6 | 10 | 12 | 13 | 9 |
WBD-30, Rules: 150, CR: 65, NCR: 85 | ||||||
TP | 59 | 52 | 47 | 41 | 42 | 50 |
TN | 75 | 69 | 62 | 55 | 56 | 66 |
FP | 10 | 16 | 23 | 30 | 29 | 19 |
FN | 6 | 13 | 18 | 24 | 23 | 15 |
WBD-40, Rules: 200, CR: 88, NCR: 112 | ||||||
TP | 80 | 70 | 60 | 53 | 52 | 62 |
TN | 100 | 91 | 80 | 70 | 68 | 81 |
FP | 12 | 21 | 32 | 42 | 43 | 33 |
FN | 8 | 18 | 28 | 35 | 37 | 31 |
WBD-50, Rules: 250, CR: 112, NCR: 138 | ||||||
TP | 101 | 88 | 73 | 67 | 64 | 75 |
TN | 122 | 109 | 93 | 84 | 82 | 94 |
FP | 11 | 29 | 45 | 54 | 56 | 44 |
FN | 11 | 24 | 39 | 45 | 48 | 37 |