State Estimation on Simulated dataset (3 variables) with infrequent transitions
98.17AccuracyDRL-STAF
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DRL-STAF2026.05 | 98.17 | 96.89 | 99.62 | 98.22 | |
| NCTRL2026.05 | 79.53 | 88.49 | 79.15 | 81.34 | |
| Parallel HMM2026.05 | 74.87 | 69.44 | 100 | 81.86 | |
| CHMM2026.05 | 74.83 | 69.42 | 100 | 81.84 | |
| Parallel HOHMM2026.05 | 74.13 | 69.19 | 98.47 | 81.18 | |
| Parallel HSMM2026.05 | 60.33 | 42.4 | 66.67 | 51.79 | |
| DEN-HMM2026.05 | 60.33 | 42.4 | 66.67 | 51.79 | |
| NHMM2026.05 | 60.32 | 49.06 | 66.65 | 51.81 | |
| Markovian-RNN2026.05 | 57.7 | 44.37 | 50.28 | 46.79 |