Forecasting and state estimation on 10-variable simulated dataset (infrequent transitions)
96.15AccuracyDRL-STAF
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DRL-STAF2026.05 | 96.15 | 95.44 | 91.89 | 93.26 | 0.109 | 0.0395 | |
| DRL-STAF2026.05 | 96.15 | 95.44 | 91.89 | 93.26 | — | — | |
| NCTRL2026.05 | 90.31 | 88.92 | 86.71 | 86.65 | 0.3431 | 0.3935 | |
| NCTRL2026.05 | 90.31 | 88.92 | 86.71 | 86.65 | — | — | |
| Parallel HSMM2026.05 | 77.09 | 48.28 | 60 | 52.91 | 0.689 | 1.5272 | |
| Parallel HSMM2026.05 | 77.09 | 48.28 | 60 | 52.91 | — | — | |
| DEN-HMM2026.05 | 75.89 | 53.03 | 69.3 | 58.72 | 0.7247 | 1.6617 | |
| DEN-HMM2026.05 | 75.89 | 53.03 | 69.3 | 58.72 | — | — | |
| NHMM2026.05 | 75.55 | 51.33 | 62 | 55.11 | 0.2621 | 0.16 | |
| NHMM2026.05 | 75.55 | 51.33 | 62 | 55.11 | — | — | |
| CHMM2026.05 | 75.16 | 61.64 | 73.87 | 64.51 | 0.6274 | 1.2249 | |
| CHMM2026.05 | 75.16 | 61.64 | 73.87 | 64.51 | — | — | |
| Parallel HMM2026.05 | 70.95 | 61.68 | 68.41 | 61.75 | 0.571 | 1.0661 | |
| Parallel HMM2026.05 | 70.95 | 61.68 | 68.41 | 61.75 | — | — | |
| Markovian-RNN2026.05 | 68.71 | 61.18 | 66.36 | 60.93 | 0.1211 | 0.0355 | |
| Markovian-RNN2026.05 | 68.71 | 61.18 | 66.36 | 60.93 | — | — | |
| Parallel HOHMM2026.05 | 68.39 | 63.65 | 57.82 | 57.24 | 0.55 | 0.9784 | |
| Parallel HOHMM2026.05 | 68.39 | 63.65 | 57.82 | 57.24 | — | — | |
| CHMM2026.05 | — | — | — | — | 0.6274 | 1.2249 | |
| DEN-HMM2026.05 | — | — | — | — | 0.7247 | 1.6617 | |
| DRL-STAF2026.05 | — | — | — | — | 0.109 | 0.0395 | |
| Markovian-RNN2026.05 | — | — | — | — | 0.1211 | 0.0355 | |
| NCTRL2026.05 | — | — | — | — | 0.3431 | 0.3935 | |
| NHMM2026.05 | — | — | — | — | 0.2621 | 0.16 | |
| Parallel HMM2026.05 | — | — | — | — | 0.571 | 1.0661 | |
| Parallel HOHMM2026.05 | — | — | — | — | 0.55 | 0.9784 | |
| Parallel HSMM2026.05 | — | — | — | — | 0.689 | 1.5272 |