Next-activity prediction on Synthetic xABxBA
83.4Accuracy5-gram
Evaluation Results
| Method | Links | |
|---|---|---|
| 5-gramdelta t_pred (micro-seconds)=24, delta t_train (micro-seconds)=42026.04 | 83.4 | |
| Promotion (3,5,7,9,13,17,25,33)delta t_pred (micro-seconds)=26, delta t_train (micro-seconds)=10⋆, Ensemble configuration (n_i-grams)=(3,5,7,9,13,17,25,33)2026.04 | 83.35 | |
| Soft voting (3,4,5,6)delta t_pred (micro-seconds)=32⋆, delta t_train (micro-seconds)=9⋆, Ensemble configuration (n_i-grams)=(3,4,5,6)2026.04 | 83.32 | |
| Adaptive voting (3,4,5,6)delta t_pred (micro-seconds)=43⋆, delta t_train (micro-seconds)=5⋆, Ensemble configuration (n_i-grams)=(3,4,5,6)2026.04 | 83.32 | |
| LSTM[win:4]delta t_pred (micro-seconds)=932, delta t_train (micro-seconds)=2133, Window size=42026.04 | 83.27 | |
| Transformer[win:4]delta t_pred (micro-seconds)=2647, delta t_train (micro-seconds)=5213, Window size=42026.04 | 83.27 | |
| Transformerdelta t_pred (micro-seconds)=20, delta t_train (micro-seconds)=432026.04 | 66.62 | |
| LSTMdelta t_pred (micro-seconds)=11, delta t_train (micro-seconds)=432026.04 | 50.29 |