notesum.ai
Published at November 21Generating Realistic Adversarial Examples for Business Processes using Variational Autoencoders
cs.AI
Released Date: November 21, 2024
Authors: Alexander Stevens1, Jari Peeperkorn1, Johannes De Smedt1, Jochen De Weerdt1
Aff.: 1Research Centre for Information Systems Engineering (LIRIS), KU Leuven, Leuven, Belgium

| Event Log | Traces | Events | Med. | Min. | Max. | Prefix | Var. | Pos. Class Ratio | |||
|---|---|---|---|---|---|---|---|---|---|---|---|
| BPIC2012 (1) | 4685 | 67480 | 35 | 15 | 175 | 40 | 3578 | 36 | 0.76 | 14 | 0.48 |
| BPIC2012 (2) | 4685 | 705476 | 35 | 15 | 175 | 40 | 3578 | 36 | 0.76 | 32 | 0.17 |
| BPIC2012 (3) | 4685 | 70546 | 35 | 15 | 175 | 40 | 3578 | 36 | 0.76 | 15 | 0.35 |
| BPIC2015 (1) | 696 | 28775 | 42 | 2 | 101 | 40 | 677 | 380 | 0.97 | 41 | 22.79 |
| BPIC2015 (2) | 753 | 41202 | 55 | 1 | 132 | 40 | 752 | 396 | 1.00 | 55 | 61.29 |
| BPIC2015 (3) | 1328 | 57488 | 42 | 3 | 124 | 40 | 1280 | 380 | 0.96 | 43 | 23.78 |
| BPIC2015 (4) | 577 | 24234 | 42 | 1 | 82 | 40 | 576 | 319 | 1.00 | 42 | 38.56 |
| BPIC2015 (5) | 1051 | 54562 | 50 | 5 | 134 | 40 | 1048 | 376 | 1.00 | 52 | 52.5 |
| SEPSIS (1) | 782 | 13120 | 14 | 5 | 185 | 29 | 684 | 14 | 0.87 | 16 | 0.54 |
| SEPSIS (2) | 782 | 10924 | 13 | 4 | 60 | 13 | 656 | 15 | 0.84 | 14 | 0.19 |
| SEPSIS (3) | 782 | 12463 | 13 | 4 | 185 | 22 | 709 | 15 | 0.91 | 16 | 0.2 |