FS-TFP/federatedscope/vertical_fl/tree_based_models/baseline/README.md

2.4 KiB

Here we give some hand-on examples, and roughly show their characteristics.

For more details, please see the specific configuration in each file.

Yaml Dataset Model _type Algo Protect_method Eval_protection
gbdt_feature_gathering_on_abalone.yaml Abalone (reg.) 'feature_gathering' 'gbdt' None None
gbdt_feature_gathering_on_adult.yaml Adult (clas.) 'feature_gathering' 'gbdt' None None
gbdt_label_scattering_on_adult.yaml Adult (clas.) 'label_scattering' 'gbdt' 'he' None
rf_feature_gathering_on_abalone.yaml Abalone (reg.) 'feature_gathering' 'rf' None None
rf_feature_gathering_on_adult.yaml Adult (clas.) 'feature_gathering' 'rf' None None
rf_label_scattering_on_adult.yaml Adult (clas.) 'label_scattering' 'rf' 'he' None
xgb_feature_gathering_on_abalone.yaml Abalone (reg.) 'feature_gathering' 'xgb' None None
xgb_feature_gathering_on_adult.yaml Adult (clas.) 'feature_gathering' 'xgb' None None
xgb_feature_gathering_dp_on_abalone.yaml Abalone (reg.) 'feature_gathering' 'xgb' None None
xgb_feature_gathering_dp_on_adult.yaml Adult (clas.) 'feature_gathering' 'xgb' 'dp' None
xgb_feature_gathering_op_boost_on_adult.yaml Adult (clas.) 'feature_gathering' 'xgb' 'op_boost' None
xgb_label_scattering_on_abalone.yaml Abalone (reg.) 'label_scattering' 'xgb' 'he' None
xgb_label_scattering_on_adult.yaml Adult (clas.) 'label_scattering' 'xgb' 'he' None
xgb_feature_gathering_dp_on_adult_by_he_eval.yaml Adult (clas.) 'feature_gathering' 'xgb' 'he' 'he'