Research Article
Performance Comparison of Mode Choice Optimization Algorithm with Simulated Discrete Choice Modeling
Table 12
The results of four estimation algorithms (exp. 1-2) (
).
| Algorithms & performance measures | Step size () | 1/32 | 1/16 | 1/8 | 1/4 | 1/2 | 1 | 2 | 4 |
| DFP- | | | | | | | | | One iteration time | - | 0:00:20 | 0:00:19 | 0:00:20 | 0:00:26 | - | - | - | Number of iterations | - | 216 | 139 | 95 | 69 | - | - | - | Convergence time | - | 1:21:11 | 0:43:39 | 0:31:45 | 0:29:20 | - | - | - | BFGS- | | | | | | | | | One iteration time | 0:00:17 | 0:00:19 | 0:00:18 | 0:00:19 | 0:00:19 | 0:00:18 | - | - | Number of iterations | 274 | 158 | 100 | 66 | 48 | 36 | - | - | Convergence time | 1:16:01 | 0:49:15 | 0:30:39 | 0:20:22 | 0:14:55 | 0:10:44 | - | - |
| Algorithms & performance measures | Interval of uncertainty | LL, UL | LL, UL | LL, UL | LL, UL | LL, UL | LL, UL | LL, UL | LL, UL |
| DFP-GSM- | | | | | | | | | One iteration time | 0:02:27 | 0:02:51 | 0:01:30 | 0:01:12 | 0:01:34 | 0:01:40 | 0:01:38 | 0:01:49 | Number of iterations | 42 | 17 | 17 | 16 | 14 | 14 | 14 | 13 | Convergence time | 1:43:06 | 0:48:24 | 0:25:26 | 0:19:08 | 0:21:53 | 0:20:10 | 0:22:47 | 0:23:26 | BFGS-GSM- | | | | | | | | | One iteration time | 0:01:16 | 0:01:21 | 0:01:28 | 0:01:22 | 0:01:22 | 0:01:28 | 0:01:29 | 0:01:29 | Number of iterations | 26 | 15 | 16 | 13 | 13 | 12 | 14 | 14 | Convergence time | 0:32:51 | 0:20:13 | 0:23:29 | 0:17:40 | 0:17:32 | 0:17:26 | 0:20:45 | 0:20:32 |
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