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": 10.277156114578247, "input_args": {"Data": " F4_p4 F18_l1p F4_p4+F18_l1p |F4_p4-F18_l1p| F4_p4xF18_l1p F4_p4/F18_l1p F18_l1p/F4_p4\n0 3111696 5.940171 3.111702e+06 3.111690e+06 1.848401e+07 5.238394e+05 1.908982e-06\n1 4100625 5.802118 4.100631e+06 4.100619e+06 2.379231e+07 7.067462e+05 1.414935e-06\n2 4477456 5.736572 4.477462e+06 4.477450e+06 2.568525e+07 7.805107e+05 1.281212e-06\n3 5308416 5.641907 5.308422e+06 5.308410e+06 2.994959e+07 9.408904e+05 1.062823e-06\n4 8503056 5.411646 8.503061e+06 8.503051e+06 4.601553e+07 1.571251e+06 6.364354e-07\n.. ... ... ... ... ... ... ...\n841 4100625 5.789960 4.100631e+06 4.100619e+06 2.374246e+07 7.082303e+05 1.411970e-06\n842 4100625 5.817111 4.100631e+06 4.100619e+06 2.385379e+07 7.049246e+05 1.418591e-06\n843 3418801 5.849325 3.418807e+06 3.418795e+06 1.999768e+07 5.844779e+05 1.710929e-06\n844 2560000 6.008813 2.560006e+06 2.559994e+06 1.538256e+07 4.260409e+05 2.347193e-06\n845 456976 6.926577 4.569829e+05 4.569691e+05 3.165279e+06 6.597429e+04 1.515742e-05\n\n[846 rows x 7 columns]", "clf": "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n colsample_bynode=1, colsample_bytree=0.9223705789444759,\n eta=0.08487346516301046, gamma=0, gpu_id=-1,\n importance_type='gain', interaction_constraints='',\n learning_rate=0.0848734677, max_delta_step=0, max_depth=7,\n min_child_weight=1, missing=nan, monotone_constraints='()',\n n_estimators=76, n_jobs=12, num_parallel_tree=1,\n objective='multi:softprob', probability=True, random_state=42,\n reg_alpha=0, reg_lambda=1, scale_pos_weight=None, silent=True,\n subsample=0.8912139968434072, tree_method='exact',\n use_label_encoder=False, validate_parameters=1, ...)"}}