From: Anomaly detection in business processes using process mining and fuzzy association rule learning
Combination | Association rules | S | C |
---|---|---|---|
2-item set | Skip sequence-fraud | 34 | 0.971 |
Skip decision-fraud | 40 | 0.976 | |
Throughput min-fraud | 216 | 0.727 | |
Throughput max-fraud | 166 | 0.738 | |
Wrong resource-fraud | 196 | 0.754 | |
Wrong duty sequence-fraud | 160 | 0.724 | |
Wrong duty decision-fraud | 33 | 0.825 | |
Wrong duty combine-fraud | 152 | 0.714 | |
Wrong pattern-fraud | 87 | 0.696 | |
Wrong decision-fraud | 118 | 1 | |
3-item set | Skip sequence-throughput min-fraud | 12 | 0.923 |
Skip sequence-wrong duty sequence-fraud | 12 | 1 | |
Skip sequence-wrong duty combine-fraud | 14 | 1 | |
Skip decision-throughput min-fraud | 12 | 1 | |
Skip decision-throughput max-fraud | 10 | 0.909 | |
Skip decision-wrong duty combine-fraud | 11 | 1 | |
Throughput min-throughput max-fraud | 66 | 0.917 | |
4-item set | Throughput min-wrong resource-wrong pattern-fraud | 8 | 1 |
Throughput min-wrong resource-wrong decision-fraud | 4 | 1 | |
Throughput min-wrong duty sequence-wrong duty decision-fraud | 3 | 1 | |
Throughput min-wrong duty sequence-wrong duty combine-fraud | 10 | 0.833 | |
Throughput min-wrong duty sequence-wrong pattern-fraud | 4 | 1 | |
Throughput min-wrong duty sequence-wrong Decision-fraud | 6 | 1 | |
5-item set | Throughput min-throughput max-wrong Resource-wrong duty sequence-fraud | 6 | 1 |
Throughput min-throughput max-wrong Resource-wrong duty combine-fraud | 2 | 1 | |
Throughput min-throughput max-wrong duty Sequence-wrong duty combine-fraud | 1 | 1 | |
Throughput min-wrong resource-wrong duty Sequence-wrong duty combine-fraud | 2 | 1 | |
Throughput max-wrong resource-wrong Duty Sequence-wrong duty combine-fraud | 3 | 1 |