Skip to main content

Advertisement

Table 12 Confusion matrix for proposed, statistical and non-statistical methods on different scales

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