Add sensitivity sweep + corrected Claim 5 results
Browse files- claim1_sweep_results.json +254 -0
- claim5_results.json +50 -1
- claim5_results_OLD_cleanFalse.json +50 -0
claim1_sweep_results.json
ADDED
|
@@ -0,0 +1,254 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"model": "Informer",
|
| 4 |
+
"dataset": "SyntheticTS_noise0.3",
|
| 5 |
+
"noise": 0.3,
|
| 6 |
+
"input_len": 96,
|
| 7 |
+
"output_len": 96,
|
| 8 |
+
"dropout": true,
|
| 9 |
+
"num_epochs_cap": 100,
|
| 10 |
+
"epochs_run": 11,
|
| 11 |
+
"train_seconds": 299.8,
|
| 12 |
+
"init_sensitivity": 1.0,
|
| 13 |
+
"metrics": {
|
| 14 |
+
"overall": {
|
| 15 |
+
"MAE": 1.1745563110653046,
|
| 16 |
+
"MSE": 2.0136991375930315,
|
| 17 |
+
"RMSE": 1.4190486684629315,
|
| 18 |
+
"MAPE": 8.164919076478578,
|
| 19 |
+
"WAPE": 1.9208284835388914
|
| 20 |
+
}
|
| 21 |
+
}
|
| 22 |
+
},
|
| 23 |
+
{
|
| 24 |
+
"model": "Informer",
|
| 25 |
+
"dataset": "SyntheticTS_noise0.3",
|
| 26 |
+
"noise": 0.3,
|
| 27 |
+
"input_len": 96,
|
| 28 |
+
"output_len": 192,
|
| 29 |
+
"dropout": true,
|
| 30 |
+
"num_epochs_cap": 100,
|
| 31 |
+
"epochs_run": 16,
|
| 32 |
+
"train_seconds": 577.6,
|
| 33 |
+
"init_sensitivity": 1.0,
|
| 34 |
+
"metrics": {
|
| 35 |
+
"overall": {
|
| 36 |
+
"MAE": 0.8234991163372085,
|
| 37 |
+
"MSE": 1.1115090736941826,
|
| 38 |
+
"RMSE": 1.0542813073730337,
|
| 39 |
+
"MAPE": 5.037278693774505,
|
| 40 |
+
"WAPE": 1.2662684412482885
|
| 41 |
+
}
|
| 42 |
+
}
|
| 43 |
+
},
|
| 44 |
+
{
|
| 45 |
+
"model": "Informer",
|
| 46 |
+
"dataset": "SyntheticTS_noise0.3",
|
| 47 |
+
"noise": 0.3,
|
| 48 |
+
"input_len": 96,
|
| 49 |
+
"output_len": 336,
|
| 50 |
+
"dropout": true,
|
| 51 |
+
"num_epochs_cap": 100,
|
| 52 |
+
"epochs_run": 27,
|
| 53 |
+
"train_seconds": 1334.1,
|
| 54 |
+
"init_sensitivity": 1.0,
|
| 55 |
+
"metrics": {
|
| 56 |
+
"overall": {
|
| 57 |
+
"MAE": 0.6675469114473731,
|
| 58 |
+
"MSE": 0.6757973141578484,
|
| 59 |
+
"RMSE": 0.8220689235988574,
|
| 60 |
+
"MAPE": 1.222049610018446,
|
| 61 |
+
"WAPE": 1.0038002618907043
|
| 62 |
+
}
|
| 63 |
+
}
|
| 64 |
+
},
|
| 65 |
+
{
|
| 66 |
+
"model": "Informer",
|
| 67 |
+
"dataset": "SyntheticTS_noise0.3",
|
| 68 |
+
"noise": 0.3,
|
| 69 |
+
"input_len": 96,
|
| 70 |
+
"output_len": 720,
|
| 71 |
+
"dropout": true,
|
| 72 |
+
"num_epochs_cap": 100,
|
| 73 |
+
"epochs_run": 25,
|
| 74 |
+
"train_seconds": 2116.4,
|
| 75 |
+
"init_sensitivity": 1.0,
|
| 76 |
+
"metrics": {
|
| 77 |
+
"overall": {
|
| 78 |
+
"MAE": 0.6478660936985452,
|
| 79 |
+
"MSE": 0.6458252167116273,
|
| 80 |
+
"RMSE": 0.8036325151500118,
|
| 81 |
+
"MAPE": 4.311126334923592,
|
| 82 |
+
"WAPE": 0.9995762469100307
|
| 83 |
+
}
|
| 84 |
+
}
|
| 85 |
+
},
|
| 86 |
+
{
|
| 87 |
+
"model": "Informer",
|
| 88 |
+
"dataset": "SyntheticTS_noise0.3",
|
| 89 |
+
"noise": 0.3,
|
| 90 |
+
"input_len": 96,
|
| 91 |
+
"output_len": 96,
|
| 92 |
+
"dropout": true,
|
| 93 |
+
"num_epochs_cap": 100,
|
| 94 |
+
"epochs_run": 11,
|
| 95 |
+
"train_seconds": 300.0,
|
| 96 |
+
"init_sensitivity": 5.0,
|
| 97 |
+
"metrics": {
|
| 98 |
+
"overall": {
|
| 99 |
+
"MAE": 1.1294132673935753,
|
| 100 |
+
"MSE": 1.8901814261774024,
|
| 101 |
+
"RMSE": 1.3748386843751395,
|
| 102 |
+
"MAPE": 7.83680871924647,
|
| 103 |
+
"WAPE": 1.8299588446486397
|
| 104 |
+
}
|
| 105 |
+
}
|
| 106 |
+
},
|
| 107 |
+
{
|
| 108 |
+
"model": "Informer",
|
| 109 |
+
"dataset": "SyntheticTS_noise0.3",
|
| 110 |
+
"noise": 0.3,
|
| 111 |
+
"input_len": 96,
|
| 112 |
+
"output_len": 192,
|
| 113 |
+
"dropout": true,
|
| 114 |
+
"num_epochs_cap": 100,
|
| 115 |
+
"epochs_run": 16,
|
| 116 |
+
"train_seconds": 578.8,
|
| 117 |
+
"init_sensitivity": 5.0,
|
| 118 |
+
"metrics": {
|
| 119 |
+
"overall": {
|
| 120 |
+
"MAE": 0.8270398446936528,
|
| 121 |
+
"MSE": 1.1291424115894186,
|
| 122 |
+
"RMSE": 1.0626111278894408,
|
| 123 |
+
"MAPE": 5.071536956299672,
|
| 124 |
+
"WAPE": 1.2733968953479973
|
| 125 |
+
}
|
| 126 |
+
}
|
| 127 |
+
},
|
| 128 |
+
{
|
| 129 |
+
"model": "Informer",
|
| 130 |
+
"dataset": "SyntheticTS_noise0.3",
|
| 131 |
+
"noise": 0.3,
|
| 132 |
+
"input_len": 96,
|
| 133 |
+
"output_len": 336,
|
| 134 |
+
"dropout": true,
|
| 135 |
+
"num_epochs_cap": 100,
|
| 136 |
+
"epochs_run": 37,
|
| 137 |
+
"train_seconds": 1852.3,
|
| 138 |
+
"init_sensitivity": 5.0,
|
| 139 |
+
"metrics": {
|
| 140 |
+
"overall": {
|
| 141 |
+
"MAE": 0.6640796695875428,
|
| 142 |
+
"MSE": 0.6663128792869967,
|
| 143 |
+
"RMSE": 0.8162799056985266,
|
| 144 |
+
"MAPE": 1.1728736284825851,
|
| 145 |
+
"WAPE": 1.0000960874261793
|
| 146 |
+
}
|
| 147 |
+
}
|
| 148 |
+
},
|
| 149 |
+
{
|
| 150 |
+
"model": "Informer",
|
| 151 |
+
"dataset": "SyntheticTS_noise0.3",
|
| 152 |
+
"noise": 0.3,
|
| 153 |
+
"input_len": 96,
|
| 154 |
+
"output_len": 720,
|
| 155 |
+
"dropout": true,
|
| 156 |
+
"num_epochs_cap": 100,
|
| 157 |
+
"epochs_run": 17,
|
| 158 |
+
"train_seconds": 1413.8,
|
| 159 |
+
"init_sensitivity": 5.0,
|
| 160 |
+
"metrics": {
|
| 161 |
+
"overall": {
|
| 162 |
+
"MAE": 0.6399540230543507,
|
| 163 |
+
"MSE": 0.6258795208490874,
|
| 164 |
+
"RMSE": 0.7911254794425665,
|
| 165 |
+
"MAPE": 3.9557083665062875,
|
| 166 |
+
"WAPE": 0.9839552285608651
|
| 167 |
+
}
|
| 168 |
+
}
|
| 169 |
+
},
|
| 170 |
+
{
|
| 171 |
+
"model": "Informer",
|
| 172 |
+
"dataset": "SyntheticTS_noise0.3",
|
| 173 |
+
"noise": 0.3,
|
| 174 |
+
"input_len": 96,
|
| 175 |
+
"output_len": 96,
|
| 176 |
+
"dropout": true,
|
| 177 |
+
"num_epochs_cap": 100,
|
| 178 |
+
"epochs_run": 26,
|
| 179 |
+
"train_seconds": 701.7,
|
| 180 |
+
"init_sensitivity": 10.0,
|
| 181 |
+
"metrics": {
|
| 182 |
+
"overall": {
|
| 183 |
+
"MAE": 0.809613043087185,
|
| 184 |
+
"MSE": 1.059352693011447,
|
| 185 |
+
"RMSE": 1.0292486083925165,
|
| 186 |
+
"MAPE": 3.365988103842038,
|
| 187 |
+
"WAPE": 1.227012970360265
|
| 188 |
+
}
|
| 189 |
+
}
|
| 190 |
+
},
|
| 191 |
+
{
|
| 192 |
+
"model": "Informer",
|
| 193 |
+
"dataset": "SyntheticTS_noise0.3",
|
| 194 |
+
"noise": 0.3,
|
| 195 |
+
"input_len": 96,
|
| 196 |
+
"output_len": 192,
|
| 197 |
+
"dropout": true,
|
| 198 |
+
"num_epochs_cap": 100,
|
| 199 |
+
"epochs_run": 22,
|
| 200 |
+
"train_seconds": 797.3,
|
| 201 |
+
"init_sensitivity": 10.0,
|
| 202 |
+
"metrics": {
|
| 203 |
+
"overall": {
|
| 204 |
+
"MAE": 1.0122539111694355,
|
| 205 |
+
"MSE": 1.5662688459594718,
|
| 206 |
+
"RMSE": 1.2515066316945191,
|
| 207 |
+
"MAPE": 6.824438172774313,
|
| 208 |
+
"WAPE": 1.5443886809598857
|
| 209 |
+
}
|
| 210 |
+
}
|
| 211 |
+
},
|
| 212 |
+
{
|
| 213 |
+
"model": "Informer",
|
| 214 |
+
"dataset": "SyntheticTS_noise0.3",
|
| 215 |
+
"noise": 0.3,
|
| 216 |
+
"input_len": 96,
|
| 217 |
+
"output_len": 336,
|
| 218 |
+
"dropout": true,
|
| 219 |
+
"num_epochs_cap": 100,
|
| 220 |
+
"epochs_run": 17,
|
| 221 |
+
"train_seconds": 831.0,
|
| 222 |
+
"init_sensitivity": 10.0,
|
| 223 |
+
"metrics": {
|
| 224 |
+
"overall": {
|
| 225 |
+
"MAE": 0.7924468919153831,
|
| 226 |
+
"MSE": 1.0351324630742764,
|
| 227 |
+
"RMSE": 1.0174145936979104,
|
| 228 |
+
"MAPE": 4.5986545032074195,
|
| 229 |
+
"WAPE": 1.2055231071386643
|
| 230 |
+
}
|
| 231 |
+
}
|
| 232 |
+
},
|
| 233 |
+
{
|
| 234 |
+
"model": "Informer",
|
| 235 |
+
"dataset": "SyntheticTS_noise0.3",
|
| 236 |
+
"noise": 0.3,
|
| 237 |
+
"input_len": 96,
|
| 238 |
+
"output_len": 720,
|
| 239 |
+
"dropout": true,
|
| 240 |
+
"num_epochs_cap": 100,
|
| 241 |
+
"epochs_run": 16,
|
| 242 |
+
"train_seconds": 1328.4,
|
| 243 |
+
"init_sensitivity": 10.0,
|
| 244 |
+
"metrics": {
|
| 245 |
+
"overall": {
|
| 246 |
+
"MAE": 0.6172596350652904,
|
| 247 |
+
"MSE": 0.5868978055425865,
|
| 248 |
+
"RMSE": 0.7660925586662882,
|
| 249 |
+
"MAPE": 3.148729921537976,
|
| 250 |
+
"WAPE": 0.9422623694901947
|
| 251 |
+
}
|
| 252 |
+
}
|
| 253 |
+
}
|
| 254 |
+
]
|
claim5_results.json
CHANGED
|
@@ -1 +1,50 @@
|
|
| 1 |
-
{
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"baseline": {
|
| 3 |
+
"strategy": "baseline",
|
| 4 |
+
"dataset": "SyntheticTS_noise0.3",
|
| 5 |
+
"noise": 0.3,
|
| 6 |
+
"output_len": 96,
|
| 7 |
+
"train_seconds": 626.5,
|
| 8 |
+
"metrics": {
|
| 9 |
+
"overall": {
|
| 10 |
+
"MAE": 1.085389910622128,
|
| 11 |
+
"MSE": 1.9035143990085033,
|
| 12 |
+
"RMSE": 1.3796790879106755,
|
| 13 |
+
"MAPE": 6.307660310552138,
|
| 14 |
+
"WAPE": 1.6948455628638137
|
| 15 |
+
}
|
| 16 |
+
}
|
| 17 |
+
},
|
| 18 |
+
"sl": {
|
| 19 |
+
"strategy": "sl",
|
| 20 |
+
"dataset": "SyntheticTS_noise0.3",
|
| 21 |
+
"noise": 0.3,
|
| 22 |
+
"output_len": 96,
|
| 23 |
+
"train_seconds": 795.2,
|
| 24 |
+
"metrics": {
|
| 25 |
+
"overall": {
|
| 26 |
+
"MAE": 0.9452523036542831,
|
| 27 |
+
"MSE": 1.4104926638917985,
|
| 28 |
+
"RMSE": 1.1876416331252533,
|
| 29 |
+
"MAPE": 5.375703627847022,
|
| 30 |
+
"WAPE": 1.4585392154875312
|
| 31 |
+
}
|
| 32 |
+
}
|
| 33 |
+
},
|
| 34 |
+
"dropout_sl": {
|
| 35 |
+
"strategy": "dropout_sl",
|
| 36 |
+
"dataset": "SyntheticTS_noise0.3",
|
| 37 |
+
"noise": 0.3,
|
| 38 |
+
"output_len": 96,
|
| 39 |
+
"train_seconds": 1284.4,
|
| 40 |
+
"metrics": {
|
| 41 |
+
"overall": {
|
| 42 |
+
"MAE": 0.8574735558878355,
|
| 43 |
+
"MSE": 1.1337613363984642,
|
| 44 |
+
"RMSE": 1.0647822903149236,
|
| 45 |
+
"MAPE": 7.222561663645737,
|
| 46 |
+
"WAPE": 1.6789838006803537
|
| 47 |
+
}
|
| 48 |
+
}
|
| 49 |
+
}
|
| 50 |
+
}
|
claim5_results_OLD_cleanFalse.json
ADDED
|
@@ -0,0 +1,50 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"baseline": {
|
| 3 |
+
"strategy": "baseline",
|
| 4 |
+
"dataset": "SyntheticTS_noise0.3",
|
| 5 |
+
"noise": 0.3,
|
| 6 |
+
"output_len": 96,
|
| 7 |
+
"train_seconds": 402.4,
|
| 8 |
+
"metrics": {
|
| 9 |
+
"overall": {
|
| 10 |
+
"MAE": 1.1283736251948493,
|
| 11 |
+
"MSE": 2.0184343763507147,
|
| 12 |
+
"RMSE": 1.420716141826476,
|
| 13 |
+
"MAPE": 6.697003878793411,
|
| 14 |
+
"WAPE": 1.7542478072732746
|
| 15 |
+
}
|
| 16 |
+
}
|
| 17 |
+
},
|
| 18 |
+
"sl": {
|
| 19 |
+
"strategy": "sl",
|
| 20 |
+
"dataset": "SyntheticTS_noise0.3",
|
| 21 |
+
"noise": 0.3,
|
| 22 |
+
"output_len": 96,
|
| 23 |
+
"train_seconds": 432.4,
|
| 24 |
+
"metrics": {
|
| 25 |
+
"overall": {
|
| 26 |
+
"MAE": 1.002547224478328,
|
| 27 |
+
"MSE": 1.5483484688132367,
|
| 28 |
+
"RMSE": 1.2443265116895794,
|
| 29 |
+
"MAPE": 5.9494445143185635,
|
| 30 |
+
"WAPE": 1.5513979755439005
|
| 31 |
+
}
|
| 32 |
+
}
|
| 33 |
+
},
|
| 34 |
+
"dropout_sl": {
|
| 35 |
+
"strategy": "dropout_sl",
|
| 36 |
+
"dataset": "SyntheticTS_noise0.3",
|
| 37 |
+
"noise": 0.3,
|
| 38 |
+
"output_len": 96,
|
| 39 |
+
"train_seconds": 779.4,
|
| 40 |
+
"metrics": {
|
| 41 |
+
"overall": {
|
| 42 |
+
"MAE": 1.0057722430697333,
|
| 43 |
+
"MSE": 1.6308889794192647,
|
| 44 |
+
"RMSE": 1.2770626401035496,
|
| 45 |
+
"MAPE": 6.275392567441335,
|
| 46 |
+
"WAPE": 1.5340858478972659
|
| 47 |
+
}
|
| 48 |
+
}
|
| 49 |
+
}
|
| 50 |
+
}
|