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Table 14 Item sets and the corresponding association rules resulted by the ARL training

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