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.../results_process/classification_log/Pedestrian_point_rate01_log/Autoformer_Pedestrian.log
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| 2024-06-09 20:52:47 [INFO]: Have set the random seed as 2024 for numpy and pytorch. | ||
| 2024-06-09 20:55:08 [INFO]: Have set the random seed as 2025 for numpy and pytorch. | ||
| 2024-06-09 20:56:50 [INFO]: Have set the random seed as 2026 for numpy and pytorch. | ||
| 2024-06-09 20:58:47 [INFO]: Have set the random seed as 2027 for numpy and pytorch. | ||
| 2024-06-09 21:00:46 [INFO]: Have set the random seed as 2028 for numpy and pytorch. | ||
| 2024-06-09 21:01:45 [INFO]: | ||
| XGB without imputation PR_AUC: 0.9724±0.0000, ROC_AUC: 0.9957±0.0000 | ||
| XGB with Autoformer imputation PR_AUC: 0.9779±0.0000, ROC_AUC: 0.9964±0.0000 | ||
| RNN with Autoformer imputation PR_AUC: 0.4804±0.0856, ROC_AUC: 0.8979±0.0255 | ||
| Transformer with Autoformer imputation PR_AUC: 0.9318±0.0273, ROC_AUC: 0.9890±0.0039 |
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..._code/results_process/classification_log/Pedestrian_point_rate01_log/BRITS_Pedestrian.log
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| Original file line number | Diff line number | Diff line change |
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| 2024-06-09 20:52:47 [INFO]: Have set the random seed as 2024 for numpy and pytorch. | ||
| 2024-06-09 20:54:40 [INFO]: Have set the random seed as 2025 for numpy and pytorch. | ||
| 2024-06-09 20:56:34 [INFO]: Have set the random seed as 2026 for numpy and pytorch. | ||
| 2024-06-09 20:58:23 [INFO]: Have set the random seed as 2027 for numpy and pytorch. | ||
| 2024-06-09 20:59:49 [INFO]: Have set the random seed as 2028 for numpy and pytorch. | ||
| 2024-06-09 21:01:17 [INFO]: | ||
| XGB without imputation PR_AUC: 0.9724±0.0000, ROC_AUC: 0.9957±0.0000 | ||
| XGB with BRITS imputation PR_AUC: 0.9809±0.0000, ROC_AUC: 0.9969±0.0000 | ||
| RNN with BRITS imputation PR_AUC: 0.4622±0.0511, ROC_AUC: 0.8980±0.0167 | ||
| Transformer with BRITS imputation PR_AUC: 0.9384±0.0266, ROC_AUC: 0.9906±0.0037 |
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...k_code/results_process/classification_log/Pedestrian_point_rate01_log/CSDI_Pedestrian.log
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| Original file line number | Diff line number | Diff line change |
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| 2024-06-09 20:52:47 [INFO]: Have set the random seed as 2024 for numpy and pytorch. | ||
| 2024-06-09 20:54:20 [INFO]: Have set the random seed as 2025 for numpy and pytorch. | ||
| 2024-06-09 20:56:11 [INFO]: Have set the random seed as 2026 for numpy and pytorch. | ||
| 2024-06-09 20:57:59 [INFO]: Have set the random seed as 2027 for numpy and pytorch. | ||
| 2024-06-09 20:59:46 [INFO]: Have set the random seed as 2028 for numpy and pytorch. | ||
| 2024-06-09 21:01:39 [INFO]: | ||
| XGB without imputation PR_AUC: 0.9724±0.0000, ROC_AUC: 0.9957±0.0000 | ||
| XGB with CSDI imputation PR_AUC: 0.9776±0.0000, ROC_AUC: 0.9964±0.0000 | ||
| RNN with CSDI imputation PR_AUC: 0.5107±0.0484, ROC_AUC: 0.9071±0.0187 | ||
| Transformer with CSDI imputation PR_AUC: 0.9244±0.0286, ROC_AUC: 0.9887±0.0039 |
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...results_process/classification_log/Pedestrian_point_rate01_log/Crossformer_Pedestrian.log
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| Original file line number | Diff line number | Diff line change |
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| 2024-06-09 20:52:47 [INFO]: Have set the random seed as 2024 for numpy and pytorch. | ||
| 2024-06-09 20:54:30 [INFO]: Have set the random seed as 2025 for numpy and pytorch. | ||
| 2024-06-09 20:56:11 [INFO]: Have set the random seed as 2026 for numpy and pytorch. | ||
| 2024-06-09 20:57:57 [INFO]: Have set the random seed as 2027 for numpy and pytorch. | ||
| 2024-06-09 20:59:42 [INFO]: Have set the random seed as 2028 for numpy and pytorch. | ||
| 2024-06-09 21:01:34 [INFO]: | ||
| XGB without imputation PR_AUC: 0.9724±0.0000, ROC_AUC: 0.9957±0.0000 | ||
| XGB with Crossformer imputation PR_AUC: 0.9803±0.0000, ROC_AUC: 0.9969±0.0000 | ||
| RNN with Crossformer imputation PR_AUC: 0.5090±0.0539, ROC_AUC: 0.9075±0.0164 | ||
| Transformer with Crossformer imputation PR_AUC: 0.9230±0.0365, ROC_AUC: 0.9889±0.0051 |
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...ode/results_process/classification_log/Pedestrian_point_rate01_log/DLinear_Pedestrian.log
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| Original file line number | Diff line number | Diff line change |
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| 2024-06-09 20:52:47 [INFO]: Have set the random seed as 2024 for numpy and pytorch. | ||
| 2024-06-09 20:54:18 [INFO]: Have set the random seed as 2025 for numpy and pytorch. | ||
| 2024-06-09 20:56:09 [INFO]: Have set the random seed as 2026 for numpy and pytorch. | ||
| 2024-06-09 20:57:57 [INFO]: Have set the random seed as 2027 for numpy and pytorch. | ||
| 2024-06-09 20:59:45 [INFO]: Have set the random seed as 2028 for numpy and pytorch. | ||
| 2024-06-09 21:01:21 [INFO]: | ||
| XGB without imputation PR_AUC: 0.9724±0.0000, ROC_AUC: 0.9957±0.0000 | ||
| XGB with DLinear imputation PR_AUC: 0.9808±0.0000, ROC_AUC: 0.9971±0.0000 | ||
| RNN with DLinear imputation PR_AUC: 0.5202±0.0536, ROC_AUC: 0.9118±0.0157 | ||
| Transformer with DLinear imputation PR_AUC: 0.9036±0.0289, ROC_AUC: 0.9858±0.0038 |
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...e/results_process/classification_log/Pedestrian_point_rate01_log/ETSformer_Pedestrian.log
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| Original file line number | Diff line number | Diff line change |
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| 2024-06-09 20:52:47 [INFO]: Have set the random seed as 2024 for numpy and pytorch. | ||
| 2024-06-09 20:54:28 [INFO]: Have set the random seed as 2025 for numpy and pytorch. | ||
| 2024-06-09 20:56:10 [INFO]: Have set the random seed as 2026 for numpy and pytorch. | ||
| 2024-06-09 20:58:06 [INFO]: Have set the random seed as 2027 for numpy and pytorch. | ||
| 2024-06-09 20:59:50 [INFO]: Have set the random seed as 2028 for numpy and pytorch. | ||
| 2024-06-09 21:01:30 [INFO]: | ||
| XGB without imputation PR_AUC: 0.9724±0.0000, ROC_AUC: 0.9957±0.0000 | ||
| XGB with ETSformer imputation PR_AUC: 0.9765±0.0000, ROC_AUC: 0.9963±0.0000 | ||
| RNN with ETSformer imputation PR_AUC: 0.4870±0.0567, ROC_AUC: 0.9009±0.0200 | ||
| Transformer with ETSformer imputation PR_AUC: 0.9101±0.0354, ROC_AUC: 0.9861±0.0052 |
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...k_code/results_process/classification_log/Pedestrian_point_rate01_log/FiLM_Pedestrian.log
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,10 @@ | ||
| 2024-06-09 20:52:47 [INFO]: Have set the random seed as 2024 for numpy and pytorch. | ||
| 2024-06-09 20:54:42 [INFO]: Have set the random seed as 2025 for numpy and pytorch. | ||
| 2024-06-09 20:56:49 [INFO]: Have set the random seed as 2026 for numpy and pytorch. | ||
| 2024-06-09 20:58:53 [INFO]: Have set the random seed as 2027 for numpy and pytorch. | ||
| 2024-06-09 21:00:41 [INFO]: Have set the random seed as 2028 for numpy and pytorch. | ||
| 2024-06-09 21:01:46 [INFO]: | ||
| XGB without imputation PR_AUC: 0.9724±0.0000, ROC_AUC: 0.9957±0.0000 | ||
| XGB with FiLM imputation PR_AUC: 0.9731±0.0000, ROC_AUC: 0.9958±0.0000 | ||
| RNN with FiLM imputation PR_AUC: 0.4823±0.0200, ROC_AUC: 0.9035±0.0075 | ||
| Transformer with FiLM imputation PR_AUC: 0.9554±0.0075, ROC_AUC: 0.9923±0.0013 |
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..._code/results_process/classification_log/Pedestrian_point_rate01_log/FreTS_Pedestrian.log
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
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| 2024-06-09 20:52:47 [INFO]: Have set the random seed as 2024 for numpy and pytorch. | ||
| 2024-06-09 20:54:30 [INFO]: Have set the random seed as 2025 for numpy and pytorch. | ||
| 2024-06-09 20:56:35 [INFO]: Have set the random seed as 2026 for numpy and pytorch. | ||
| 2024-06-09 20:58:11 [INFO]: Have set the random seed as 2027 for numpy and pytorch. | ||
| 2024-06-09 20:59:38 [INFO]: Have set the random seed as 2028 for numpy and pytorch. | ||
| 2024-06-09 21:01:23 [INFO]: | ||
| XGB without imputation PR_AUC: 0.9724±0.0000, ROC_AUC: 0.9957±0.0000 | ||
| XGB with FreTS imputation PR_AUC: 0.9817±0.0000, ROC_AUC: 0.9971±0.0000 | ||
| RNN with FreTS imputation PR_AUC: 0.4738±0.0627, ROC_AUC: 0.8955±0.0230 | ||
| Transformer with FreTS imputation PR_AUC: 0.9025±0.0278, ROC_AUC: 0.9850±0.0039 |
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..._code/results_process/classification_log/Pedestrian_point_rate01_log/GPVAE_Pedestrian.log
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
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| 2024-06-09 20:51:25 [INFO]: Have set the random seed as 2024 for numpy and pytorch. | ||
| 2024-06-09 20:54:22 [INFO]: Have set the random seed as 2025 for numpy and pytorch. | ||
| 2024-06-09 20:56:23 [INFO]: Have set the random seed as 2026 for numpy and pytorch. | ||
| 2024-06-09 20:58:32 [INFO]: Have set the random seed as 2027 for numpy and pytorch. | ||
| 2024-06-09 21:00:35 [INFO]: Have set the random seed as 2028 for numpy and pytorch. | ||
| 2024-06-09 21:02:22 [INFO]: | ||
| XGB without imputation PR_AUC: 0.9724±0.0000, ROC_AUC: 0.9957±0.0000 | ||
| XGB with GPVAE imputation PR_AUC: 0.9735±0.0000, ROC_AUC: 0.9960±0.0000 | ||
| RNN with GPVAE imputation PR_AUC: 0.4723±0.0645, ROC_AUC: 0.8932±0.0202 | ||
| Transformer with GPVAE imputation PR_AUC: 0.8979±0.0033, ROC_AUC: 0.9850±0.0010 |
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...k_code/results_process/classification_log/Pedestrian_point_rate01_log/GRUD_Pedestrian.log
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
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| 2024-06-09 20:51:25 [INFO]: Have set the random seed as 2024 for numpy and pytorch. | ||
| 2024-06-09 20:53:29 [INFO]: Have set the random seed as 2025 for numpy and pytorch. | ||
| 2024-06-09 20:55:40 [INFO]: Have set the random seed as 2026 for numpy and pytorch. | ||
| 2024-06-09 20:57:44 [INFO]: Have set the random seed as 2027 for numpy and pytorch. | ||
| 2024-06-09 20:59:51 [INFO]: Have set the random seed as 2028 for numpy and pytorch. | ||
| 2024-06-09 21:01:56 [INFO]: | ||
| XGB without imputation PR_AUC: 0.9724±0.0000, ROC_AUC: 0.9957±0.0000 | ||
| XGB with GRUD imputation PR_AUC: 0.9769±0.0000, ROC_AUC: 0.9966±0.0000 | ||
| RNN with GRUD imputation PR_AUC: 0.4927±0.0583, ROC_AUC: 0.8989±0.0192 | ||
| Transformer with GRUD imputation PR_AUC: 0.9161±0.0245, ROC_AUC: 0.9876±0.0033 |
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...de/results_process/classification_log/Pedestrian_point_rate01_log/Informer_Pedestrian.log
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,10 @@ | ||
| 2024-06-09 20:51:25 [INFO]: Have set the random seed as 2024 for numpy and pytorch. | ||
| 2024-06-09 20:54:02 [INFO]: Have set the random seed as 2025 for numpy and pytorch. | ||
| 2024-06-09 20:56:11 [INFO]: Have set the random seed as 2026 for numpy and pytorch. | ||
| 2024-06-09 20:58:31 [INFO]: Have set the random seed as 2027 for numpy and pytorch. | ||
| 2024-06-09 21:00:44 [INFO]: Have set the random seed as 2028 for numpy and pytorch. | ||
| 2024-06-09 21:02:12 [INFO]: | ||
| XGB without imputation PR_AUC: 0.9724±0.0000, ROC_AUC: 0.9957±0.0000 | ||
| XGB with Informer imputation PR_AUC: 0.9797±0.0000, ROC_AUC: 0.9970±0.0000 | ||
| RNN with Informer imputation PR_AUC: 0.4788±0.0493, ROC_AUC: 0.8977±0.0152 | ||
| Transformer with Informer imputation PR_AUC: 0.9080±0.0265, ROC_AUC: 0.9863±0.0036 |
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..._code/results_process/classification_log/Pedestrian_point_rate01_log/Koopa_Pedestrian.log
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,10 @@ | ||
| 2024-06-09 20:51:25 [INFO]: Have set the random seed as 2024 for numpy and pytorch. | ||
| 2024-06-09 20:54:37 [INFO]: Have set the random seed as 2025 for numpy and pytorch. | ||
| 2024-06-09 20:56:52 [INFO]: Have set the random seed as 2026 for numpy and pytorch. | ||
| 2024-06-09 20:59:09 [INFO]: Have set the random seed as 2027 for numpy and pytorch. | ||
| 2024-06-09 21:00:39 [INFO]: Have set the random seed as 2028 for numpy and pytorch. | ||
| 2024-06-09 21:02:20 [INFO]: | ||
| XGB without imputation PR_AUC: 0.9724±0.0000, ROC_AUC: 0.9957±0.0000 | ||
| XGB with Koopa imputation PR_AUC: 0.9784±0.0000, ROC_AUC: 0.9967±0.0000 | ||
| RNN with Koopa imputation PR_AUC: 0.4977±0.0469, ROC_AUC: 0.9060±0.0144 | ||
| Transformer with Koopa imputation PR_AUC: 0.9072±0.0495, ROC_AUC: 0.9858±0.0063 |
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...k_code/results_process/classification_log/Pedestrian_point_rate01_log/MRNN_Pedestrian.log
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,10 @@ | ||
| 2024-06-09 20:51:25 [INFO]: Have set the random seed as 2024 for numpy and pytorch. | ||
| 2024-06-09 20:54:13 [INFO]: Have set the random seed as 2025 for numpy and pytorch. | ||
| 2024-06-09 20:56:19 [INFO]: Have set the random seed as 2026 for numpy and pytorch. | ||
| 2024-06-09 20:58:12 [INFO]: Have set the random seed as 2027 for numpy and pytorch. | ||
| 2024-06-09 21:00:13 [INFO]: Have set the random seed as 2028 for numpy and pytorch. | ||
| 2024-06-09 21:02:14 [INFO]: | ||
| XGB without imputation PR_AUC: 0.9724±0.0000, ROC_AUC: 0.9957±0.0000 | ||
| XGB with MRNN imputation PR_AUC: 0.9701±0.0000, ROC_AUC: 0.9954±0.0000 | ||
| RNN with MRNN imputation PR_AUC: 0.4741±0.0509, ROC_AUC: 0.9000±0.0165 | ||
| Transformer with MRNN imputation PR_AUC: 0.9165±0.0107, ROC_AUC: 0.9867±0.0018 |
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...ss/classification_log/Pedestrian_point_rate01_log/NonstationaryTransformer_Pedestrian.log
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,10 @@ | ||
| 2024-06-09 20:51:25 [INFO]: Have set the random seed as 2024 for numpy and pytorch. | ||
| 2024-06-09 20:54:37 [INFO]: Have set the random seed as 2025 for numpy and pytorch. | ||
| 2024-06-09 20:56:40 [INFO]: Have set the random seed as 2026 for numpy and pytorch. | ||
| 2024-06-09 20:58:52 [INFO]: Have set the random seed as 2027 for numpy and pytorch. | ||
| 2024-06-09 21:00:51 [INFO]: Have set the random seed as 2028 for numpy and pytorch. | ||
| 2024-06-09 21:02:23 [INFO]: | ||
| XGB without imputation PR_AUC: 0.9724±0.0000, ROC_AUC: 0.9957±0.0000 | ||
| XGB with NonstationaryTransformer imputation PR_AUC: 0.9728±0.0000, ROC_AUC: 0.9959±0.0000 | ||
| RNN with NonstationaryTransformer imputation PR_AUC: 0.4850±0.0596, ROC_AUC: 0.9018±0.0196 | ||
| Transformer with NonstationaryTransformer imputation PR_AUC: 0.9557±0.0004, ROC_AUC: 0.9934±0.0001 |
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...de/results_process/classification_log/Pedestrian_point_rate01_log/PatchTST_Pedestrian.log
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,10 @@ | ||
| 2024-06-09 20:51:25 [INFO]: Have set the random seed as 2024 for numpy and pytorch. | ||
| 2024-06-09 20:53:32 [INFO]: Have set the random seed as 2025 for numpy and pytorch. | ||
| 2024-06-09 20:55:09 [INFO]: Have set the random seed as 2026 for numpy and pytorch. | ||
| 2024-06-09 20:57:16 [INFO]: Have set the random seed as 2027 for numpy and pytorch. | ||
| 2024-06-09 20:59:39 [INFO]: Have set the random seed as 2028 for numpy and pytorch. | ||
| 2024-06-09 21:01:44 [INFO]: | ||
| XGB without imputation PR_AUC: 0.9724±0.0000, ROC_AUC: 0.9957±0.0000 | ||
| XGB with PatchTST imputation PR_AUC: 0.9813±0.0000, ROC_AUC: 0.9972±0.0000 | ||
| RNN with PatchTST imputation PR_AUC: 0.4626±0.0584, ROC_AUC: 0.8925±0.0187 | ||
| Transformer with PatchTST imputation PR_AUC: 0.9154±0.0286, ROC_AUC: 0.9876±0.0040 |
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.../results_process/classification_log/Pedestrian_point_rate01_log/Pyraformer_Pedestrian.log
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
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| 2024-06-09 20:49:18 [INFO]: Have set the random seed as 2024 for numpy and pytorch. | ||
| 2024-06-09 20:51:12 [INFO]: Have set the random seed as 2025 for numpy and pytorch. | ||
| 2024-06-09 20:53:09 [INFO]: Have set the random seed as 2026 for numpy and pytorch. | ||
| 2024-06-09 20:55:06 [INFO]: Have set the random seed as 2027 for numpy and pytorch. | ||
| 2024-06-09 20:56:41 [INFO]: Have set the random seed as 2028 for numpy and pytorch. | ||
| 2024-06-09 20:58:14 [INFO]: | ||
| XGB without imputation PR_AUC: 0.9724±0.0000, ROC_AUC: 0.9957±0.0000 | ||
| XGB with Pyraformer imputation PR_AUC: 0.9779±0.0000, ROC_AUC: 0.9965±0.0000 | ||
| RNN with Pyraformer imputation PR_AUC: 0.5057±0.0639, ROC_AUC: 0.9084±0.0178 | ||
| Transformer with Pyraformer imputation PR_AUC: 0.9390±0.0222, ROC_AUC: 0.9905±0.0029 |
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..._code/results_process/classification_log/Pedestrian_point_rate01_log/SAITS_Pedestrian.log
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,10 @@ | ||
| 2024-06-09 20:49:18 [INFO]: Have set the random seed as 2024 for numpy and pytorch. | ||
| 2024-06-09 20:51:13 [INFO]: Have set the random seed as 2025 for numpy and pytorch. | ||
| 2024-06-09 20:53:20 [INFO]: Have set the random seed as 2026 for numpy and pytorch. | ||
| 2024-06-09 20:55:03 [INFO]: Have set the random seed as 2027 for numpy and pytorch. | ||
| 2024-06-09 20:56:43 [INFO]: Have set the random seed as 2028 for numpy and pytorch. | ||
| 2024-06-09 20:58:10 [INFO]: | ||
| XGB without imputation PR_AUC: 0.9724±0.0000, ROC_AUC: 0.9957±0.0000 | ||
| XGB with SAITS imputation PR_AUC: 0.9817±0.0000, ROC_AUC: 0.9973±0.0000 | ||
| RNN with SAITS imputation PR_AUC: 0.4576±0.0501, ROC_AUC: 0.8898±0.0196 | ||
| Transformer with SAITS imputation PR_AUC: 0.9265±0.0237, ROC_AUC: 0.9891±0.0030 |
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...code/results_process/classification_log/Pedestrian_point_rate01_log/SCINet_Pedestrian.log
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| 2024-06-09 20:49:18 [INFO]: Have set the random seed as 2024 for numpy and pytorch. | ||
| 2024-06-09 20:51:02 [INFO]: Have set the random seed as 2025 for numpy and pytorch. | ||
| 2024-06-09 20:52:49 [INFO]: Have set the random seed as 2026 for numpy and pytorch. | ||
| 2024-06-09 20:54:28 [INFO]: Have set the random seed as 2027 for numpy and pytorch. | ||
| 2024-06-09 20:55:35 [INFO]: Have set the random seed as 2028 for numpy and pytorch. | ||
| 2024-06-09 20:57:23 [INFO]: | ||
| XGB without imputation PR_AUC: 0.9724±0.0000, ROC_AUC: 0.9957±0.0000 | ||
| XGB with SCINet imputation PR_AUC: 0.9783±0.0000, ROC_AUC: 0.9968±0.0000 | ||
| RNN with SCINet imputation PR_AUC: 0.5024±0.0509, ROC_AUC: 0.9038±0.0170 | ||
| Transformer with SCINet imputation PR_AUC: 0.9023±0.0217, ROC_AUC: 0.9858±0.0030 |
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...ode/results_process/classification_log/Pedestrian_point_rate01_log/StemGNN_Pedestrian.log
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| 2024-06-09 20:49:18 [INFO]: Have set the random seed as 2024 for numpy and pytorch. | ||
| 2024-06-09 20:51:18 [INFO]: Have set the random seed as 2025 for numpy and pytorch. | ||
| 2024-06-09 20:53:14 [INFO]: Have set the random seed as 2026 for numpy and pytorch. | ||
| 2024-06-09 20:55:02 [INFO]: Have set the random seed as 2027 for numpy and pytorch. | ||
| 2024-06-09 20:56:44 [INFO]: Have set the random seed as 2028 for numpy and pytorch. | ||
| 2024-06-09 20:58:16 [INFO]: | ||
| XGB without imputation PR_AUC: 0.9724±0.0000, ROC_AUC: 0.9957±0.0000 | ||
| XGB with StemGNN imputation PR_AUC: 0.9805±0.0000, ROC_AUC: 0.9969±0.0000 | ||
| RNN with StemGNN imputation PR_AUC: 0.4826±0.0340, ROC_AUC: 0.8986±0.0089 | ||
| Transformer with StemGNN imputation PR_AUC: 0.9285±0.0381, ROC_AUC: 0.9894±0.0049 |
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...de/results_process/classification_log/Pedestrian_point_rate01_log/TimesNet_Pedestrian.log
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| 2024-06-09 20:49:18 [INFO]: Have set the random seed as 2024 for numpy and pytorch. | ||
| 2024-06-09 20:50:58 [INFO]: Have set the random seed as 2025 for numpy and pytorch. | ||
| 2024-06-09 20:53:08 [INFO]: Have set the random seed as 2026 for numpy and pytorch. | ||
| 2024-06-09 20:55:06 [INFO]: Have set the random seed as 2027 for numpy and pytorch. | ||
| 2024-06-09 20:56:45 [INFO]: Have set the random seed as 2028 for numpy and pytorch. | ||
| 2024-06-09 20:58:09 [INFO]: | ||
| XGB without imputation PR_AUC: 0.9724±0.0000, ROC_AUC: 0.9957±0.0000 | ||
| XGB with TimesNet imputation PR_AUC: 0.9782±0.0000, ROC_AUC: 0.9966±0.0000 | ||
| RNN with TimesNet imputation PR_AUC: 0.5029±0.0643, ROC_AUC: 0.9057±0.0212 | ||
| Transformer with TimesNet imputation PR_AUC: 0.9097±0.0342, ROC_AUC: 0.9867±0.0046 |
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...results_process/classification_log/Pedestrian_point_rate01_log/Transformer_Pedestrian.log
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| 2024-06-09 20:49:18 [INFO]: Have set the random seed as 2024 for numpy and pytorch. | ||
| 2024-06-09 20:51:06 [INFO]: Have set the random seed as 2025 for numpy and pytorch. | ||
| 2024-06-09 20:52:54 [INFO]: Have set the random seed as 2026 for numpy and pytorch. | ||
| 2024-06-09 20:54:44 [INFO]: Have set the random seed as 2027 for numpy and pytorch. | ||
| 2024-06-09 20:55:49 [INFO]: Have set the random seed as 2028 for numpy and pytorch. | ||
| 2024-06-09 20:57:54 [INFO]: | ||
| XGB without imputation PR_AUC: 0.9724±0.0000, ROC_AUC: 0.9957±0.0000 | ||
| XGB with Transformer imputation PR_AUC: 0.9787±0.0000, ROC_AUC: 0.9967±0.0000 | ||
| RNN with Transformer imputation PR_AUC: 0.4959±0.0512, ROC_AUC: 0.9024±0.0146 | ||
| Transformer with Transformer imputation PR_AUC: 0.8970±0.0195, ROC_AUC: 0.9847±0.0026 |
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..._code/results_process/classification_log/Pedestrian_point_rate01_log/USGAN_Pedestrian.log
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| Original file line number | Diff line number | Diff line change |
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| 2024-06-09 20:49:18 [INFO]: Have set the random seed as 2024 for numpy and pytorch. | ||
| 2024-06-09 20:51:10 [INFO]: Have set the random seed as 2025 for numpy and pytorch. | ||
| 2024-06-09 20:53:04 [INFO]: Have set the random seed as 2026 for numpy and pytorch. | ||
| 2024-06-09 20:54:56 [INFO]: Have set the random seed as 2027 for numpy and pytorch. | ||
| 2024-06-09 20:56:15 [INFO]: Have set the random seed as 2028 for numpy and pytorch. | ||
| 2024-06-09 20:58:16 [INFO]: | ||
| XGB without imputation PR_AUC: 0.9724±0.0000, ROC_AUC: 0.9957±0.0000 | ||
| XGB with USGAN imputation PR_AUC: 0.9789±0.0000, ROC_AUC: 0.9968±0.0000 | ||
| RNN with USGAN imputation PR_AUC: 0.4982±0.0446, ROC_AUC: 0.9055±0.0137 | ||
| Transformer with USGAN imputation PR_AUC: 0.9405±0.0109, ROC_AUC: 0.9911±0.0019 |
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...esults_process/classification_log/Pedestrian_point_rate01_log/iTransformer_Pedestrian.log
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| 2024-06-09 20:51:25 [INFO]: Have set the random seed as 2024 for numpy and pytorch. | ||
| 2024-06-09 20:54:08 [INFO]: Have set the random seed as 2025 for numpy and pytorch. | ||
| 2024-06-09 20:55:52 [INFO]: Have set the random seed as 2026 for numpy and pytorch. | ||
| 2024-06-09 20:57:43 [INFO]: Have set the random seed as 2027 for numpy and pytorch. | ||
| 2024-06-09 20:59:47 [INFO]: Have set the random seed as 2028 for numpy and pytorch. | ||
| 2024-06-09 21:01:23 [INFO]: | ||
| XGB without imputation PR_AUC: 0.9724±0.0000, ROC_AUC: 0.9957±0.0000 | ||
| XGB with iTransformer imputation PR_AUC: 0.9774±0.0000, ROC_AUC: 0.9964±0.0000 | ||
| RNN with iTransformer imputation PR_AUC: 0.4779±0.0785, ROC_AUC: 0.8962±0.0261 | ||
| Transformer with iTransformer imputation PR_AUC: 0.9029±0.0110, ROC_AUC: 0.9853±0.0014 |
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.../results_process/classification_log/Pedestrian_point_rate05_log/Autoformer_Pedestrian.log
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| Original file line number | Diff line number | Diff line change |
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| 2024-06-09 20:55:32 [INFO]: Have set the random seed as 2024 for numpy and pytorch. | ||
| 2024-06-09 20:58:35 [INFO]: Have set the random seed as 2025 for numpy and pytorch. | ||
| 2024-06-09 21:01:55 [INFO]: Have set the random seed as 2026 for numpy and pytorch. | ||
| 2024-06-09 21:05:21 [INFO]: Have set the random seed as 2027 for numpy and pytorch. | ||
| 2024-06-09 21:08:25 [INFO]: Have set the random seed as 2028 for numpy and pytorch. | ||
| 2024-06-09 21:08:57 [INFO]: | ||
| XGB without imputation PR_AUC: 0.9117±0.0000, ROC_AUC: 0.9855±0.0000 | ||
| XGB with Autoformer imputation PR_AUC: 0.8545±0.0000, ROC_AUC: 0.9734±0.0000 | ||
| RNN with Autoformer imputation PR_AUC: 0.5277±0.0215, ROC_AUC: 0.9166±0.0046 | ||
| Transformer with Autoformer imputation PR_AUC: 0.7245±0.0174, ROC_AUC: 0.9462±0.0016 |
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..._code/results_process/classification_log/Pedestrian_point_rate05_log/BRITS_Pedestrian.log
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| Original file line number | Diff line number | Diff line change |
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| 2024-06-09 20:55:32 [INFO]: Have set the random seed as 2024 for numpy and pytorch. | ||
| 2024-06-09 20:57:47 [INFO]: Have set the random seed as 2025 for numpy and pytorch. | ||
| 2024-06-09 21:00:11 [INFO]: Have set the random seed as 2026 for numpy and pytorch. | ||
| 2024-06-09 21:02:48 [INFO]: Have set the random seed as 2027 for numpy and pytorch. | ||
| 2024-06-09 21:05:29 [INFO]: Have set the random seed as 2028 for numpy and pytorch. | ||
| 2024-06-09 21:07:59 [INFO]: | ||
| XGB without imputation PR_AUC: 0.9117±0.0000, ROC_AUC: 0.9855±0.0000 | ||
| XGB with BRITS imputation PR_AUC: 0.9292±0.0000, ROC_AUC: 0.9892±0.0000 | ||
| RNN with BRITS imputation PR_AUC: 0.4698±0.0732, ROC_AUC: 0.8948±0.0270 | ||
| Transformer with BRITS imputation PR_AUC: 0.8463±0.0150, ROC_AUC: 0.9740±0.0032 |
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...k_code/results_process/classification_log/Pedestrian_point_rate05_log/CSDI_Pedestrian.log
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| Original file line number | Diff line number | Diff line change |
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| 2024-06-09 20:55:32 [INFO]: Have set the random seed as 2024 for numpy and pytorch. | ||
| 2024-06-09 20:57:32 [INFO]: Have set the random seed as 2025 for numpy and pytorch. | ||
| 2024-06-09 21:00:18 [INFO]: Have set the random seed as 2026 for numpy and pytorch. | ||
| 2024-06-09 21:03:05 [INFO]: Have set the random seed as 2027 for numpy and pytorch. | ||
| 2024-06-09 21:05:43 [INFO]: Have set the random seed as 2028 for numpy and pytorch. | ||
| 2024-06-09 21:08:24 [INFO]: | ||
| XGB without imputation PR_AUC: 0.9117±0.0000, ROC_AUC: 0.9855±0.0000 | ||
| XGB with CSDI imputation PR_AUC: 0.9207±0.0000, ROC_AUC: 0.9871±0.0000 | ||
| RNN with CSDI imputation PR_AUC: 0.4090±0.0290, ROC_AUC: 0.8694±0.0190 | ||
| Transformer with CSDI imputation PR_AUC: 0.8574±0.0074, ROC_AUC: 0.9754±0.0019 |
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