Next Activity Prediction on BPIC 12
85.87AccuracyLSTM
Evaluation results
| Method | Links | |
|---|---|---|
| LSTMΔt_pred (μs)=123, Δt_train (μs)=5562026.04 | 85.87 | |
| TransformerΔt_pred (μs)=196, Δt_train (μs)=7812026.04 | 85.78 | |
| Adaptive voting (3,4,5,6)Δt_pred (μs)=129⋆, Δt_train (μs)=9⋆2026.04 | 85.58 | |
| Promotion (3,5,7,9,13,17,25,33)Δt_pred (μs)=62, Δt_train (μs)=50⋆2026.04 | 85.5 | |
| Soft voting (3,4,5,6)Δt_pred (μs)=97⋆, Δt_train (μs)=9⋆2026.04 | 85.31 | |
| 5-gramΔt_pred (μs)=57, Δt_train (μs)=62026.04 | 84.83 | |
| Bukhsh2025.07 | 83.47 | |
| Di Mauro2025.07 | 83.2 | |
| Pasquad.2025.07 | 83.14 | |
| SiamSA-PPM2025.07 | 79.48 | |
| Transformer[win:4]Δt_pred (μs)=2696, Δt_train (μs)=83082026.04 | 73.47 | |
| LSTM[win:4]Δt_pred (μs)=1106, Δt_train (μs)=33702026.04 | 73.35 | |
| Tax2025.07 | 70.85 |