Next Activity Prediction on Sepsis 2016
65.68AccuracySoft voting (3,4,5,6)
Evaluation results
| Method | Links | |
|---|---|---|
| Soft voting (3,4,5,6)Δt_pred (μs)=97⋆, Δt_train (μs)=9⋆2026.04 | 65.68 | |
| LSTMΔt_pred (μs)=123, Δt_train (μs)=5562026.04 | 64.91 | |
| TransformerΔt_pred (μs)=196, Δt_train (μs)=7812026.04 | 62.86 | |
| Adaptive voting (3,4,5,6)Δt_pred (μs)=129⋆, Δt_train (μs)=9⋆2026.04 | 62.55 | |
| 5-gramΔt_pred (μs)=57, Δt_train (μs)=62026.04 | 62.46 | |
| Promotion (3,5,7,9,13,17,25,33)Δt_pred (μs)=62, Δt_train (μs)=50⋆2026.04 | 61.6 | |
| Transformer[win:4]Δt_pred (μs)=2696, Δt_train (μs)=83082026.04 | 57.24 | |
| LSTM[win:4]Δt_pred (μs)=1106, Δt_train (μs)=33702026.04 | 51.5 |