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
2.0 KiB

{"duration": 26.496724128723145, "input_args": {"Data": " F4_p4 F17_p4 F4_p4+F17_p4 |F4_p4-F17_p4| F4_p4xF17_p4 F4_p4/F17_p4 F17_p4/F4_p4\n0 3111696 47458321 50570017 44346625 147675867622416 0.065567 15.251593\n1 4100625 49787136 53887761 45686511 204158374560000 0.082363 12.141353\n2 4477456 45212176 49689632 40734720 202435528704256 0.099032 10.097738\n3 5308416 18974736 24283152 13666320 100725792178176 0.279762 3.574463\n4 8503056 14776336 23279392 6273280 125644012482816 0.575451 1.737768\n.. ... ... ... ... ... ... ...\n841 4100625 18974736 23075361 14874111 77808276810000 0.216110 4.627279\n842 4100625 21381376 25482001 17280751 87677004960000 0.191785 5.214175\n843 3418801 24010000 27428801 20591199 82085412010000 0.142391 7.022930\n844 2560000 24010000 26570000 21450000 61465600000000 0.106622 9.378906\n845 456976 121550625 122007601 121093649 55545718410000 0.003760 265.989078\n\n[846 rows x 7 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, ...)"}}