Trajectory Classification on Naval Dataset (train)
0.01Misclassification RateLSTM/RNN
Evaluation Results
| Method | Links | |
|---|---|---|
| LSTM/RNNTime(s)=192026.03 | 0.01 | |
| BCDTTime(s)=1996, STL formula=♢[28,53](x < 30.85) ∧ □[2,26](y > 21.31) ∧ (x > 11.10)2026.03 | 0.01 | |
| DTTime(s)=140, STL formula=¬(♢[38,53](x > 20.1) ∧ ♢[12,37](x > 43.2)) ∨ (♢[38,53](x > 20.1) ∧ ¬♢[20,59](y > 32.2)) ∨ (♢[38,53](x > 20.1) ∧ ♢[20,59](y > 32.2) ∧ □[14,60](y > 30.1))2026.03 | 0.0195 | |
| DAGTime(s)=996, STL formula=♢[0,33](□[18,23](y > 19.88) ∧ □[9,30](x < 34.08))2026.03 | 0.0885 | |
| OursTime(s)=16, STL formula=♢[25,26](x ≤ 38.6) ∧ □[11,12](y ≥ 24.1)2026.03 | 1.25 | |
| TLINetTime(s)=38, STL formula=♢[55,60](x < 25.89) ∧ □[0,16](y > 23.77)2026.03 | 1.25 |