Research Article
Performance Comparison of Mode Choice Optimization Algorithm with Simulated Discrete Choice Modeling
Table 6
The results of four estimation algorithms (exp. 1-1) (
).
| Algorithms & performance measures | Step size () | 1/32 | 1/16 | 1/8 | 1/4 | 1/2 | 1 | 2 | 4 |
| DFP- | | | | | | | | | One iteration time | - | 0:00:23 | 0:00:15 | 0:00:15 | 0:00:14 | - | - | - | Number of iterations | - | 224 | 193 | 155 | 115 | - | - | - | Convergence time | - | 1:25:04 | 0:47:26 | 0:38:49 | 0:27:32 | - | - | - | BFGS- | | | | | | | | | One iteration time | 0:00:16 | 0:00:28 | 0:00:39 | 0:00:21 | 0:00:45 | 0:00:13 | - | - | Number of iterations | 268 | 162 | 107 | 77 | 52 | 42 | - | - | Convergence time | 1:33:28 | 1:15:04 | 1:08:50 | 0:26:15 | 0:38:52 | 0:09:16 | - | - |
| Algorithms & performance measures | Interval of uncertainty | LL(0), UL | LL(0), UL | LL(0), UL | LL(0), UL | LL(0), UL | LL(0), UL | LL(0), UL | LL(0), UL |
| DFP-GSM- | | | | | | | | | One iteration time | 0:00:44 | 0:01:09 | 0:00:59 | 0:01:04 | 0:01:44 | 0:01:52 | 0:01:54 | 0:01:55 | Number of iterations | 138 | 23 | 27 | 26 | 24 | 24 | 24 | 23 | Convergence time | 1:40:55 | 0:26:29 | 0:26:29 | 0:27:40 | 0:41:38 | 0:44:46 | 0:45:37 | 0:44:01 | BFGS-GSM- | | | | | | | | | One iteration time | 0:00:48 | 0:00:48 | 0:00:53 | 0:00:56 | 0:01:02 | 0:01:06 | 0:01:06 | 0:02:05 | Number of iterations | 38 | 25 | 21 | 20 | 20 | 19 | 19 | 19 | Convergence time | 0:30:07 | 0:19:45 | 0:18:33 | 0:18:42 | 0:20:30 | 0:20:58 | 0:20:55 | 0:39:35 |
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