Table 8 The run-time (in HH:MM:SS format) of the AMLBID, Autosklearn and TPOT tools on the benchmark datasets
Dataset | Dataset size | AMLBID | Autosklearn | TPOT |
|---|---|---|---|---|
[44] | 959 | 00:00:05 | 01:23:47 | 00:08:14 |
[45] | 2000 | 00:00:12 | 01:49:21 | 00:13:57 |
[46] | 61000 | 00:05:29 | 04:19:05 | 03:42:09 |
[47] | 274627 | 00:11:43 | 08:19:37 | 06:09:51 |
[48] | 5000 | 00:01:27 | 02:31:07 | 01:38:36 |
[49] | 1567 | 00:00:53 | 01:33:45 | 00:19:47 |
[50] | 5388 | 00:00:57 | 01:56:50 | 00:55:51 |
[51] | 1567 | 00:00:33 | 00:58:50 | 00:21:12 |
Wafer-ds | 7306 | 00:02:17 | 03:44:26 | 01:42:21 |
HTRU | 54641 | 00:06:59 | 03:42:09 | 02:57:11 |
vehicle | 8463 | 00:02:28 | 02:12:40 | 01:45:40 |
Cnae-9 | 63260 | 00:05:47 | 04:07:39 | 03:24:52 |
Gas_Sens | 4188 | 00:01:14 | 02:47:20 | 00:42:36 |
Covertype | 25524 | 00:03:04 | 01:28:31 | 01:36:14 |
Kc1 | 2108 | 00:00:38 | 04:19:26 | 04:51:02 |
jannis | 8641 | 00:01:41 | 02:31:07 | 01:41:51 |
MiniBooNE | 52147 | 00:04:23 | 03:59:56 | 02:11:01 |
KDDCup | 49402 | 00:05:06 | 03:47:20 | 02:37:38 |
segment | 2310 | 00:00:25 | 01:15:45 | 00:33:02 |
Higgs | 110000 | 00:06:16 | 07:37:55 | 05:43:24 |
Credi-g | 30000 | 00:04:39 | 02:03:34 | 05:33:03 |
shuttle | 57999 | 00:05:48 | 05:15:45 | 04:26:03 |
APS Failure | 60000 | 00:05:39 | 03:58:39 | 05:23:35 |
nomao | 31772 | 00:04:08 | 03:01:15 | 02:49:36 |
CustSat | 76020 | 00:06:06 | 05:07:03 | 04:09:36 |
kr-vs-kp | 3196 | 00:00:54 | 01:17:19 | 00:22:44 |
car | 1728 | 00:00:38 | 01:38:30 | 00:40:07 |
albert | 43824 | 00:06:27 | 04:09:17 | 03:01:03 |
airlines | 5473 | 00:01:40 | 02:18:27 | 00:57:52 |
Numerai28.6 | 6574 | 00:03:22 | 02:07:39 | 01:16:17 |