Classification on Case Study 2
8.9F1 ScoreTh. ts
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Th. tsSupervision=Supervised, Calibration split=Validation2026.02 | 8.9 | 13.6 | 5.6 | 16.7 | — | — | — | |
| RoptiSupervision=Supervised, Calibration split=Validation2026.02 | 8.6 | 13.8 | 5.5 | 24.9 | — | — | — | |
| Th. tSupervision=Supervised, Calibration split=Validation2026.02 | 8.3 | 13.3 | 5.1 | 20.6 | — | — | — | |
| Th. tfSupervision=Supervised, Calibration split=Validation2026.02 | 7.4 | 10 | 4.6 | 7.1 | — | — | — | |
| MaxExpSupervision=Unsupervised2026.02 | 7.3 | 11.6 | 4.5 | 31.4 | — | — | — | |
| Th. tSupervision=Supervised, Calibration split=Train2026.02 | 7.2 | 11.9 | 4.3 | 20.6 | — | — | — | |
| SSESupervision=Unsupervised2026.02 | 5.4 | 7.1 | 3.3 | 4.4 | — | — | — | |
| Th. tsSupervision=Supervised, Calibration split=Train2026.02 | 5.2 | 8.2 | 3.3 | 18.1 | — | — | — | |
| Th. tfSupervision=Supervised, Calibration split=Train2026.02 | 4.1 | 5.3 | 2.6 | 3.4 | — | — | — | |
| RoptiSupervision=Supervised, Calibration split=Train2026.02 | 4 | 5.9 | 2.5 | 19.6 | — | — | — | |
| Th. t0.5Supervision=Unsupervised2026.02 | 2.6 | 3.1 | 1.7 | 1.9 | — | — | — | |
| WaveletInception-BiGRUTime (ms)=3.14, Model Size (M)=1.2, Speed Fusion=without speed fusion2025.07 | 0.8856 | — | — | — | 0.8122 | 0.9802 | 0.9153 | |
| WaveletInceptionTime (ms)=2.24, Model Size (M)=1.652025.07 | 0.8693 | — | — | — | 0.7689 | 0.9741 | 0.9032 | |
| GoogLeNetTime (ms)=8.27, Model Size (M)=5.612025.07 | 0.8267 | — | — | — | 0.7782 | 0.9217 | 0.8893 | |
| Laplace-InceptionTime (ms)=2.46, Model Size (M)=2.292025.07 | 0.7979 | — | — | — | 0.7238 | 0.8888 | 0.8649 | |
| LSTM NetworkTime (ms)=7.70, Model Size (M)=3.322025.07 | 0.7206 | — | — | — | 0.6719 | 0.8029 | 0.8103 | |
| ProposedObservation length (n)=502026.05 | 0.714 | — | — | — | 0.688 | 0.75 | 0.875 | |
| VGGTime (ms)=4.69, Model Size (M)=2.692025.07 | 0.6927 | — | — | — | 0.6282 | 0.7819 | 0.7877 | |
| ProposedObservation length (n)=302026.05 | 0.667 | — | — | — | 0.667 | 0.667 | 0.75 | |
| ProposedObservation length (n)=702026.05 | 0.625 | — | — | — | 0.667 | 0.75 | 0.625 | |
| HyCObservation length (n)=302026.05 | 0.548 | — | — | — | 0.562 | 0.625 | 0.625 | |
| HyCObservation length (n)=502026.05 | 0.452 | — | — | — | 0.562 | 0.542 | 0.542 | |
| EALObservation length (n)=702026.05 | 0.375 | — | — | — | 0.333 | 0.5 | 0.5 | |
| HyCObservation length (n)=702026.05 | 0.375 | — | — | — | 0.333 | 0.5 | 0.5 | |
| BAMObservation length (n)=702026.05 | 0.375 | — | — | — | 0.333 | 0.5 | 0.5 | |
| EALObservation length (n)=302026.05 | 0.361 | — | — | — | 0.303 | 0.5 | 0.5 | |
| BAMObservation length (n)=302026.05 | 0.361 | — | — | — | 0.303 | 0.5 | 0.5 | |
| EALObservation length (n)=502026.05 | 0.361 | — | — | — | 0.303 | 0.5 | 0.5 | |
| BAMObservation length (n)=502026.05 | 0.361 | — | — | — | 0.303 | 0.5 | 0.5 | |
| AICObservation length (n)=302026.05 | 0.333 | — | — | — | 0.594 | 0.375 | 0.375 | |
| PACObservation length (n)=302026.05 | 0.286 | — | — | — | 0.25 | 0.333 | 0.333 | |
| PACObservation length (n)=502026.05 | 0.269 | — | — | — | 0.25 | 0.292 | 0.292 | |
| PACObservation length (n)=702026.05 | 0.217 | — | — | — | 0.188 | 0.292 | 0.292 | |
| CVObservation length (n)=302026.05 | 0.183 | — | — | — | 0.155 | 0.25 | 0.25 | |
| LCObservation length (n)=502026.05 | 0.136 | — | — | — | 0.094 | 0.25 | 0.25 | |
| BICObservation length (n)=302026.05 | 0.13 | — | — | — | 0.088 | 0.25 | 0.25 | |
| MDLObservation length (n)=302026.05 | 0.13 | — | — | — | 0.088 | 0.25 | 0.25 | |
| AICObservation length (n)=502026.05 | 0.13 | — | — | — | 0.088 | 0.25 | 0.25 | |
| BICObservation length (n)=502026.05 | 0.13 | — | — | — | 0.088 | 0.25 | 0.25 | |
| MDLObservation length (n)=502026.05 | 0.13 | — | — | — | 0.088 | 0.25 | 0.25 | |
| LCObservation length (n)=302026.05 | 0.125 | — | — | — | 0.083 | 0.25 | 0.25 | |
| AICObservation length (n)=702026.05 | 0.125 | — | — | — | 0.083 | 0.25 | 0.25 | |
| BICObservation length (n)=702026.05 | 0.125 | — | — | — | 0.083 | 0.25 | 0.25 | |
| MDLObservation length (n)=702026.05 | 0.125 | — | — | — | 0.083 | 0.25 | 0.25 | |
| LCObservation length (n)=702026.05 | 0.125 | — | — | — | 0.083 | 0.25 | 0.25 | |
| PHCObservation length (n)=302026.05 | 0.12 | — | — | — | 0.079 | 0.25 | 0.25 | |
| PHCObservation length (n)=502026.05 | 0.12 | — | — | — | 0.079 | 0.25 | 0.25 | |
| PHCObservation length (n)=702026.05 | 0.12 | — | — | — | 0.079 | 0.25 | 0.25 | |
| CVObservation length (n)=702026.05 | 0.114 | — | — | — | 0.078 | 0.208 | 0.208 | |
| CVObservation length (n)=502026.05 | 0.095 | — | — | — | 0.067 | 0.167 | 0.167 |