FeatureEnVi: Visual Analytics for Feature Engineering Using Stepwise Selection and Semi-Automatic Extraction Approaches
https://doi.org/10.1109/TVCG.2022.3141040
You can not select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
1 lines
2.3 KiB
1 lines
2.3 KiB
{"duration": 44.70000600814819, "input_args": {"Data": " F1 F2_l1p F3 F4_p4 F5 F6 F7_l1p F8 F9_l1p F10 F11_p4 F12 F13 F14 F15_l10 F16 F17 F18_l1p\n0 184 5.093750 48 3111696 70 197 2.397895 6 5.176150 72 81450625 159 16 178 1.301030 187 83 5.940171\n1 158 5.010635 41 4100625 72 199 2.302585 9 5.141664 57 68574961 143 14 141 1.278754 189 84 5.802118\n2 127 4.976734 41 4477456 63 207 2.302585 6 5.081404 63 74805201 143 10 159 1.278754 199 82 5.736572\n3 164 4.927254 43 5308416 67 202 2.302585 3 5.093750 65 65610000 146 3 157 1.255273 193 66 5.641907\n4 112 4.812184 34 8503056 64 208 2.079442 2 4.955827 61 54700816 127 14 140 1.230449 200 62 5.411646\n.. ... ... .. ... .. ... ... .. ... ... ... ... ... ... ... ... ... ...\n841 173 5.017280 43 4100625 83 183 2.079442 4 5.153292 55 52200625 146 15 123 1.278754 180 66 5.789960\n842 186 5.023881 45 4100625 88 185 3.135494 1 5.231109 69 43046721 147 10 154 1.278754 180 68 5.817111\n843 119 5.023881 37 3418801 65 208 2.079442 0 5.123964 66 88529281 129 16 173 1.278754 201 70 5.849325\n844 172 5.093750 47 2560000 68 205 2.079442 9 5.192957 70 100000000 153 6 185 1.301030 200 70 6.008813\n845 255 5.583496 58 456976 85 183 1.945910 4 5.655992 51 151807041 174 8 183 1.462398 181 105 6.926577\n\n[846 rows x 18 columns]", "clf": "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n colsample_bynode=1, colsample_bytree=0.8650366644053494,\n eta=0.232401544584516, gamma=0, gpu_id=-1, importance_type='gain',\n interaction_constraints='', learning_rate=0.23240155,\n max_delta_step=0, max_depth=9, min_child_weight=1, missing=nan,\n monotone_constraints='()', n_estimators=178, n_jobs=12,\n num_parallel_tree=1, objective='multi:softprob', probability=True,\n random_state=42, reg_alpha=0, reg_lambda=1, scale_pos_weight=None,\n silent=True, subsample=0.8944429850323898, tree_method='exact',\n use_label_encoder=False, validate_parameters=1, ...)"}} |