Table 6.
Computational results for comparing LSTM-Opt with different exact methods*
| Train | Test | pred | inf | time | timeimp | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| c | f | T | T | (%) | CPX | Dpineq | LSineq | LSTM-Opt | Dpineq | LSineq | LSTM-Opt | CPX | Dpineq | LSineq | LSTM-Opt | |
| 3 | 10000 | 90 | 360 | 50 | 0.0 | 3602 | 3609 | 3602 | 11.2 | 1 | 1 | 322 | 0.03 | 0.1 | 0.1 | 0.8 |
| 5 | 10000 | 90 | 360 | 50 | 0.0 | 3602 | 3421 | 3600 | 20.3 | 1 | 1 | 177 | 0.05 | 0.0 | 0.0 | 0.9 |
| 8 | 10000 | 90 | 360 | 50 | 0.0 | 7.5 | 720 | 146 | 2.5 | 0 | 0 | 3 | 0.00 | 0.0 | 0.0 | 1.6 |
*Experiments only include ten test instances and limited with 1-hour time limit due to long solution times