selector_metrics [results]
Browse files
.gitattributes
CHANGED
|
@@ -35,3 +35,6 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
|
| 35 |
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
| 36 |
data/raw/selector_dataset.csv filter=lfs diff=lfs merge=lfs -text
|
| 37 |
data/raw/priority_dataset.csv filter=lfs diff=lfs merge=lfs -text
|
|
|
|
|
|
|
|
|
|
|
|
| 35 |
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
| 36 |
data/raw/selector_dataset.csv filter=lfs diff=lfs merge=lfs -text
|
| 37 |
data/raw/priority_dataset.csv filter=lfs diff=lfs merge=lfs -text
|
| 38 |
+
results/plots/decision_tree.png filter=lfs diff=lfs merge=lfs -text
|
| 39 |
+
results/plots/feature_importance.png filter=lfs diff=lfs merge=lfs -text
|
| 40 |
+
results/plots/shap_selector_xgb.png filter=lfs diff=lfs merge=lfs -text
|
results/plots/confusion_matrix_xgb.png
ADDED
|
results/plots/decision_tree.png
ADDED
|
Git LFS Details
|
results/plots/feature_importance.png
ADDED
|
Git LFS Details
|
results/plots/shap_selector_xgb.png
ADDED
|
Git LFS Details
|
results/selector_metrics.json
ADDED
|
@@ -0,0 +1,426 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_meta": {
|
| 3 |
+
"run_hash": "a5df24198f89b9e9",
|
| 4 |
+
"label_names": [
|
| 5 |
+
"FIFO",
|
| 6 |
+
"Priority-EDD",
|
| 7 |
+
"Critical-Ratio",
|
| 8 |
+
"ATC",
|
| 9 |
+
"WSPT",
|
| 10 |
+
"Slack"
|
| 11 |
+
]
|
| 12 |
+
},
|
| 13 |
+
"models": {
|
| 14 |
+
"dt": {
|
| 15 |
+
"model": "dt",
|
| 16 |
+
"n_train": 156000,
|
| 17 |
+
"n_test": 39000,
|
| 18 |
+
"n_features": 32,
|
| 19 |
+
"n_classes": 6,
|
| 20 |
+
"accuracy": 0.5709487179487179,
|
| 21 |
+
"balanced_accuracy": 0.5290909413678629,
|
| 22 |
+
"mcc": 0.42112667363058276,
|
| 23 |
+
"cohens_kappa": 0.3993694507162956,
|
| 24 |
+
"f1_macro": 0.4308264689331996,
|
| 25 |
+
"f1_micro": 0.5709487179487179,
|
| 26 |
+
"f1_weighted": 0.6178696598280847,
|
| 27 |
+
"cv_accuracy_mean": 0.5634935897435899,
|
| 28 |
+
"cv_accuracy_std": 0.0032924639510805882,
|
| 29 |
+
"cv_accuracy_folds": [
|
| 30 |
+
0.5686858974358975,
|
| 31 |
+
0.564775641025641,
|
| 32 |
+
0.5625641025641026,
|
| 33 |
+
0.5585576923076923,
|
| 34 |
+
0.5628846153846154
|
| 35 |
+
],
|
| 36 |
+
"per_class": [
|
| 37 |
+
{
|
| 38 |
+
"class": "FIFO",
|
| 39 |
+
"class_idx": 0,
|
| 40 |
+
"precision": 0.5602836879432624,
|
| 41 |
+
"recall": 0.6346880907372401,
|
| 42 |
+
"f1": 0.5951695103035675,
|
| 43 |
+
"support": 4232
|
| 44 |
+
},
|
| 45 |
+
{
|
| 46 |
+
"class": "Priority-EDD",
|
| 47 |
+
"class_idx": 1,
|
| 48 |
+
"precision": 0.4261963952765693,
|
| 49 |
+
"recall": 0.5718157181571816,
|
| 50 |
+
"f1": 0.4883824445829253,
|
| 51 |
+
"support": 4797
|
| 52 |
+
},
|
| 53 |
+
{
|
| 54 |
+
"class": "Critical-Ratio",
|
| 55 |
+
"class_idx": 2,
|
| 56 |
+
"precision": 0.14338235294117646,
|
| 57 |
+
"recall": 0.5712383488681758,
|
| 58 |
+
"f1": 0.22922789206518834,
|
| 59 |
+
"support": 751
|
| 60 |
+
},
|
| 61 |
+
{
|
| 62 |
+
"class": "ATC",
|
| 63 |
+
"class_idx": 3,
|
| 64 |
+
"precision": 0.346766330841729,
|
| 65 |
+
"recall": 0.46340933767643866,
|
| 66 |
+
"f1": 0.3966911422994702,
|
| 67 |
+
"support": 4605
|
| 68 |
+
},
|
| 69 |
+
{
|
| 70 |
+
"class": "WSPT",
|
| 71 |
+
"class_idx": 4,
|
| 72 |
+
"precision": 0.9391586197582551,
|
| 73 |
+
"recall": 0.59072375127421,
|
| 74 |
+
"f1": 0.7252626913148906,
|
| 75 |
+
"support": 23544
|
| 76 |
+
},
|
| 77 |
+
{
|
| 78 |
+
"class": "Slack",
|
| 79 |
+
"class_idx": 5,
|
| 80 |
+
"precision": 0.09619921363040629,
|
| 81 |
+
"recall": 0.3426704014939309,
|
| 82 |
+
"f1": 0.15022513303315596,
|
| 83 |
+
"support": 1071
|
| 84 |
+
}
|
| 85 |
+
],
|
| 86 |
+
"confusion_matrix": [
|
| 87 |
+
[
|
| 88 |
+
2686,
|
| 89 |
+
502,
|
| 90 |
+
65,
|
| 91 |
+
382,
|
| 92 |
+
319,
|
| 93 |
+
278
|
| 94 |
+
],
|
| 95 |
+
[
|
| 96 |
+
484,
|
| 97 |
+
2743,
|
| 98 |
+
316,
|
| 99 |
+
486,
|
| 100 |
+
87,
|
| 101 |
+
681
|
| 102 |
+
],
|
| 103 |
+
[
|
| 104 |
+
17,
|
| 105 |
+
102,
|
| 106 |
+
429,
|
| 107 |
+
20,
|
| 108 |
+
14,
|
| 109 |
+
169
|
| 110 |
+
],
|
| 111 |
+
[
|
| 112 |
+
243,
|
| 113 |
+
972,
|
| 114 |
+
264,
|
| 115 |
+
2134,
|
| 116 |
+
426,
|
| 117 |
+
566
|
| 118 |
+
],
|
| 119 |
+
[
|
| 120 |
+
1257,
|
| 121 |
+
1908,
|
| 122 |
+
1718,
|
| 123 |
+
2999,
|
| 124 |
+
13908,
|
| 125 |
+
1754
|
| 126 |
+
],
|
| 127 |
+
[
|
| 128 |
+
107,
|
| 129 |
+
209,
|
| 130 |
+
200,
|
| 131 |
+
133,
|
| 132 |
+
55,
|
| 133 |
+
367
|
| 134 |
+
]
|
| 135 |
+
],
|
| 136 |
+
"confusion_matrix_labels": [
|
| 137 |
+
"FIFO",
|
| 138 |
+
"Priority-EDD",
|
| 139 |
+
"Critical-Ratio",
|
| 140 |
+
"ATC",
|
| 141 |
+
"WSPT",
|
| 142 |
+
"Slack"
|
| 143 |
+
],
|
| 144 |
+
"log_loss": 1.4256790366866996,
|
| 145 |
+
"roc_auc_ovr_macro": 0.8395237903638563,
|
| 146 |
+
"roc_auc_ovr_weighted": 0.846621746931995,
|
| 147 |
+
"pr_auc_macro": 0.4092273256735423,
|
| 148 |
+
"pr_auc_weighted": 0.7021611881862597,
|
| 149 |
+
"brier_mean": 0.09428976942335138
|
| 150 |
+
},
|
| 151 |
+
"rf": {
|
| 152 |
+
"model": "rf",
|
| 153 |
+
"n_train": 156000,
|
| 154 |
+
"n_test": 39000,
|
| 155 |
+
"n_features": 32,
|
| 156 |
+
"n_classes": 6,
|
| 157 |
+
"accuracy": 0.6291794871794871,
|
| 158 |
+
"balanced_accuracy": 0.5511175272026881,
|
| 159 |
+
"mcc": 0.47639913992536354,
|
| 160 |
+
"cohens_kappa": 0.4594432116719369,
|
| 161 |
+
"f1_macro": 0.4677547590963984,
|
| 162 |
+
"f1_micro": 0.6291794871794871,
|
| 163 |
+
"f1_weighted": 0.6583182850706908,
|
| 164 |
+
"cv_accuracy_mean": 0.630076923076923,
|
| 165 |
+
"cv_accuracy_std": 0.0025719111868781016,
|
| 166 |
+
"cv_accuracy_folds": [
|
| 167 |
+
0.6303525641025641,
|
| 168 |
+
0.6254807692307692,
|
| 169 |
+
0.6309935897435898,
|
| 170 |
+
0.6301602564102564,
|
| 171 |
+
0.6333974358974359
|
| 172 |
+
],
|
| 173 |
+
"per_class": [
|
| 174 |
+
{
|
| 175 |
+
"class": "FIFO",
|
| 176 |
+
"class_idx": 0,
|
| 177 |
+
"precision": 0.5811373092926491,
|
| 178 |
+
"recall": 0.6930529300567108,
|
| 179 |
+
"f1": 0.6321801918310163,
|
| 180 |
+
"support": 4232
|
| 181 |
+
},
|
| 182 |
+
{
|
| 183 |
+
"class": "Priority-EDD",
|
| 184 |
+
"class_idx": 1,
|
| 185 |
+
"precision": 0.44614147909967844,
|
| 186 |
+
"recall": 0.6941838649155723,
|
| 187 |
+
"f1": 0.5431857107903107,
|
| 188 |
+
"support": 4797
|
| 189 |
+
},
|
| 190 |
+
{
|
| 191 |
+
"class": "Critical-Ratio",
|
| 192 |
+
"class_idx": 2,
|
| 193 |
+
"precision": 0.17252396166134185,
|
| 194 |
+
"recall": 0.5752330226364847,
|
| 195 |
+
"f1": 0.2654377880184332,
|
| 196 |
+
"support": 751
|
| 197 |
+
},
|
| 198 |
+
{
|
| 199 |
+
"class": "ATC",
|
| 200 |
+
"class_idx": 3,
|
| 201 |
+
"precision": 0.37192118226600984,
|
| 202 |
+
"recall": 0.49185667752442996,
|
| 203 |
+
"f1": 0.423562412342216,
|
| 204 |
+
"support": 4605
|
| 205 |
+
},
|
| 206 |
+
{
|
| 207 |
+
"class": "WSPT",
|
| 208 |
+
"class_idx": 4,
|
| 209 |
+
"precision": 0.9297990801258775,
|
| 210 |
+
"recall": 0.6525654094461434,
|
| 211 |
+
"f1": 0.7668962763302386,
|
| 212 |
+
"support": 23544
|
| 213 |
+
},
|
| 214 |
+
{
|
| 215 |
+
"class": "Slack",
|
| 216 |
+
"class_idx": 5,
|
| 217 |
+
"precision": 0.1560904449307075,
|
| 218 |
+
"recall": 0.19981325863678806,
|
| 219 |
+
"f1": 0.17526617526617527,
|
| 220 |
+
"support": 1071
|
| 221 |
+
}
|
| 222 |
+
],
|
| 223 |
+
"confusion_matrix": [
|
| 224 |
+
[
|
| 225 |
+
2933,
|
| 226 |
+
413,
|
| 227 |
+
35,
|
| 228 |
+
423,
|
| 229 |
+
349,
|
| 230 |
+
79
|
| 231 |
+
],
|
| 232 |
+
[
|
| 233 |
+
506,
|
| 234 |
+
3330,
|
| 235 |
+
199,
|
| 236 |
+
435,
|
| 237 |
+
115,
|
| 238 |
+
212
|
| 239 |
+
],
|
| 240 |
+
[
|
| 241 |
+
19,
|
| 242 |
+
133,
|
| 243 |
+
432,
|
| 244 |
+
15,
|
| 245 |
+
39,
|
| 246 |
+
113
|
| 247 |
+
],
|
| 248 |
+
[
|
| 249 |
+
230,
|
| 250 |
+
1100,
|
| 251 |
+
232,
|
| 252 |
+
2265,
|
| 253 |
+
575,
|
| 254 |
+
203
|
| 255 |
+
],
|
| 256 |
+
[
|
| 257 |
+
1243,
|
| 258 |
+
2198,
|
| 259 |
+
1396,
|
| 260 |
+
2793,
|
| 261 |
+
15364,
|
| 262 |
+
550
|
| 263 |
+
],
|
| 264 |
+
[
|
| 265 |
+
116,
|
| 266 |
+
290,
|
| 267 |
+
210,
|
| 268 |
+
159,
|
| 269 |
+
82,
|
| 270 |
+
214
|
| 271 |
+
]
|
| 272 |
+
],
|
| 273 |
+
"confusion_matrix_labels": [
|
| 274 |
+
"FIFO",
|
| 275 |
+
"Priority-EDD",
|
| 276 |
+
"Critical-Ratio",
|
| 277 |
+
"ATC",
|
| 278 |
+
"WSPT",
|
| 279 |
+
"Slack"
|
| 280 |
+
],
|
| 281 |
+
"log_loss": 0.9268822996154131,
|
| 282 |
+
"roc_auc_ovr_macro": 0.8874953998881535,
|
| 283 |
+
"roc_auc_ovr_weighted": 0.8838300040841169,
|
| 284 |
+
"pr_auc_macro": 0.4734487538434295,
|
| 285 |
+
"pr_auc_weighted": 0.7516964651745404,
|
| 286 |
+
"brier_mean": 0.0791191637167047
|
| 287 |
+
},
|
| 288 |
+
"xgb": {
|
| 289 |
+
"model": "xgb",
|
| 290 |
+
"n_train": 156000,
|
| 291 |
+
"n_test": 39000,
|
| 292 |
+
"n_features": 32,
|
| 293 |
+
"n_classes": 6,
|
| 294 |
+
"accuracy": 0.6185641025641025,
|
| 295 |
+
"balanced_accuracy": 0.5593364090484011,
|
| 296 |
+
"mcc": 0.46905461959242584,
|
| 297 |
+
"cohens_kappa": 0.450831708063013,
|
| 298 |
+
"f1_macro": 0.464199081171982,
|
| 299 |
+
"f1_micro": 0.6185641025641025,
|
| 300 |
+
"f1_weighted": 0.6536438489561579,
|
| 301 |
+
"cv_accuracy_mean": 0.7154102564102565,
|
| 302 |
+
"cv_accuracy_std": 0.002060216919188168,
|
| 303 |
+
"cv_accuracy_folds": [
|
| 304 |
+
0.7143910256410256,
|
| 305 |
+
0.7163461538461539,
|
| 306 |
+
0.7119871794871795,
|
| 307 |
+
0.7180128205128206,
|
| 308 |
+
0.7163141025641026
|
| 309 |
+
],
|
| 310 |
+
"per_class": [
|
| 311 |
+
{
|
| 312 |
+
"class": "FIFO",
|
| 313 |
+
"class_idx": 0,
|
| 314 |
+
"precision": 0.5687185443283004,
|
| 315 |
+
"recall": 0.694234404536862,
|
| 316 |
+
"f1": 0.6252394126409875,
|
| 317 |
+
"support": 4232
|
| 318 |
+
},
|
| 319 |
+
{
|
| 320 |
+
"class": "Priority-EDD",
|
| 321 |
+
"class_idx": 1,
|
| 322 |
+
"precision": 0.4744243548137846,
|
| 323 |
+
"recall": 0.6399833229101521,
|
| 324 |
+
"f1": 0.5449059282925097,
|
| 325 |
+
"support": 4797
|
| 326 |
+
},
|
| 327 |
+
{
|
| 328 |
+
"class": "Critical-Ratio",
|
| 329 |
+
"class_idx": 2,
|
| 330 |
+
"precision": 0.1625,
|
| 331 |
+
"recall": 0.6231691078561917,
|
| 332 |
+
"f1": 0.25778022583310384,
|
| 333 |
+
"support": 751
|
| 334 |
+
},
|
| 335 |
+
{
|
| 336 |
+
"class": "ATC",
|
| 337 |
+
"class_idx": 3,
|
| 338 |
+
"precision": 0.3714376691609616,
|
| 339 |
+
"recall": 0.5066232356134637,
|
| 340 |
+
"f1": 0.4286239206320044,
|
| 341 |
+
"support": 4605
|
| 342 |
+
},
|
| 343 |
+
{
|
| 344 |
+
"class": "WSPT",
|
| 345 |
+
"class_idx": 4,
|
| 346 |
+
"precision": 0.9363291218024522,
|
| 347 |
+
"recall": 0.6389738362215427,
|
| 348 |
+
"f1": 0.7595869834136982,
|
| 349 |
+
"support": 23544
|
| 350 |
+
},
|
| 351 |
+
{
|
| 352 |
+
"class": "Slack",
|
| 353 |
+
"class_idx": 5,
|
| 354 |
+
"precision": 0.1269320843091335,
|
| 355 |
+
"recall": 0.2530345471521942,
|
| 356 |
+
"f1": 0.16905801621958827,
|
| 357 |
+
"support": 1071
|
| 358 |
+
}
|
| 359 |
+
],
|
| 360 |
+
"confusion_matrix": [
|
| 361 |
+
[
|
| 362 |
+
2938,
|
| 363 |
+
381,
|
| 364 |
+
48,
|
| 365 |
+
392,
|
| 366 |
+
323,
|
| 367 |
+
150
|
| 368 |
+
],
|
| 369 |
+
[
|
| 370 |
+
476,
|
| 371 |
+
3070,
|
| 372 |
+
275,
|
| 373 |
+
493,
|
| 374 |
+
101,
|
| 375 |
+
382
|
| 376 |
+
],
|
| 377 |
+
[
|
| 378 |
+
19,
|
| 379 |
+
100,
|
| 380 |
+
468,
|
| 381 |
+
15,
|
| 382 |
+
18,
|
| 383 |
+
131
|
| 384 |
+
],
|
| 385 |
+
[
|
| 386 |
+
256,
|
| 387 |
+
924,
|
| 388 |
+
263,
|
| 389 |
+
2333,
|
| 390 |
+
512,
|
| 391 |
+
317
|
| 392 |
+
],
|
| 393 |
+
[
|
| 394 |
+
1367,
|
| 395 |
+
1751,
|
| 396 |
+
1586,
|
| 397 |
+
2912,
|
| 398 |
+
15044,
|
| 399 |
+
884
|
| 400 |
+
],
|
| 401 |
+
[
|
| 402 |
+
110,
|
| 403 |
+
245,
|
| 404 |
+
240,
|
| 405 |
+
136,
|
| 406 |
+
69,
|
| 407 |
+
271
|
| 408 |
+
]
|
| 409 |
+
],
|
| 410 |
+
"confusion_matrix_labels": [
|
| 411 |
+
"FIFO",
|
| 412 |
+
"Priority-EDD",
|
| 413 |
+
"Critical-Ratio",
|
| 414 |
+
"ATC",
|
| 415 |
+
"WSPT",
|
| 416 |
+
"Slack"
|
| 417 |
+
],
|
| 418 |
+
"log_loss": 0.9664218852784615,
|
| 419 |
+
"roc_auc_ovr_macro": 0.8884795139901561,
|
| 420 |
+
"roc_auc_ovr_weighted": 0.8861972617734345,
|
| 421 |
+
"pr_auc_macro": 0.47825064337426243,
|
| 422 |
+
"pr_auc_weighted": 0.757008292981398,
|
| 423 |
+
"brier_mean": 0.08144319678346316
|
| 424 |
+
}
|
| 425 |
+
}
|
| 426 |
+
}
|
results/selector_metrics_table.csv
ADDED
|
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
model,accuracy,balanced_accuracy,f1_macro,f1_weighted,mcc,cohens_kappa,roc_auc_ovr_macro,pr_auc_macro,log_loss,brier_mean,cv_acc_mean,cv_acc_std
|
| 2 |
+
dt,0.5709487179487179,0.5290909413678629,0.4308264689331996,0.6178696598280847,0.42112667363058276,0.3993694507162956,0.8395237903638563,0.4092273256735423,1.4256790366866996,0.09428976942335138,0.5634935897435899,0.0032924639510805882
|
| 3 |
+
rf,0.6291794871794871,0.5511175272026881,0.4677547590963984,0.6583182850706908,0.47639913992536354,0.4594432116719369,0.8874953998881535,0.4734487538434295,0.9268822996154131,0.0791191637167047,0.630076923076923,0.0025719111868781016
|
| 4 |
+
xgb,0.6185641025641025,0.5593364090484011,0.464199081171982,0.6536438489561579,0.46905461959242584,0.450831708063013,0.8884795139901561,0.47825064337426243,0.9664218852784615,0.08144319678346316,0.7154102564102565,0.002060216919188168
|