Index

A

acc() (dro.neural_model.base_nn.BaseNNDRO method)

B

BaseLinearDRO (class in dro.linear_model.base)

BaseNNDRO (class in dro.neural_model.base_nn) BayesianDRO (class in dro.linear_model.bayesian_dro)

C

Chi2DRO (class in dro.linear_model.chi2_dro) Chi2DRO_LGBM (class in dro.tree_model.lgbm) Chi2DRO_XGB (class in dro.tree_model.xgb) Chi2NNDRO (class in dro.neural_model.fdro_nn) classification_basic() (in module dro.data.dataloader_classification) classification_DN21() (in module dro.data.dataloader_classification)

classification_LWLC() (in module dro.data.dataloader_classification) classification_SNVD20() (in module dro.data.dataloader_classification) ConditionalCVaRDRO (class in dro.linear_model.conditional_dro) CVaRDRO (class in dro.linear_model.cvar_dro) CVaRDRO_LGBM (class in dro.tree_model.lgbm) CVaRDRO_XGB (class in dro.tree_model.xgb) CVaRNNDRO (class in dro.neural_model.fdro_nn)

D

dro.data.dataloader_classification module dro.data.dataloader_regression module dro.linear_model.base module dro.linear_model.bayesian_dro module dro.linear_model.chi2_dro module dro.linear_model.conditional_dro module dro.linear_model.cvar_dro module dro.linear_model.hr_dro module dro.linear_model.kl_dro module dro.linear_model.marginal_dro module dro.linear_model.mmd_dro module

dro.linear_model.mot_dro module dro.linear_model.or_wasserstein_dro module dro.linear_model.sinkhorn_dro module dro.linear_model.tv_dro module dro.linear_model.wasserstein_dro module dro.neural_model.base_nn module dro.neural_model.fdro_nn module dro.neural_model.hrdro_nn module dro.neural_model.wdro_nn module dro.tree_model.lgbm module dro.tree_model.xgb module

E

evaluate() (dro.linear_model.base.BaseLinearDRO method)

F

f1score() (dro.neural_model.base_nn.BaseNNDRO method) fit() (dro.linear_model.base.BaseLinearDRO method) (dro.linear_model.bayesian_dro.BayesianDRO method) (dro.linear_model.chi2_dro.Chi2DRO method) (dro.linear_model.conditional_dro.ConditionalCVaRDRO method) (dro.linear_model.cvar_dro.CVaRDRO method) (dro.linear_model.hr_dro.HR_DRO_LR method) (dro.linear_model.kl_dro.KLDRO method) (dro.linear_model.marginal_dro.MarginalCVaRDRO method) (dro.linear_model.mmd_dro.MMD_DRO method) (dro.linear_model.mot_dro.MOTDRO method) (dro.linear_model.or_wasserstein_dro.ORWDRO method) (dro.linear_model.sinkhorn_dro.SinkhornLinearDRO method) (dro.linear_model.tv_dro.TVDRO method) (dro.linear_model.wasserstein_dro.WassersteinDRO method) (dro.linear_model.wasserstein_dro.WassersteinDROsatisficing method) (dro.neural_model.base_nn.BaseNNDRO method) (dro.neural_model.hrdro_nn.HRNNDRO method) (dro.tree_model.lgbm.Chi2DRO_LGBM method) (dro.tree_model.lgbm.CVaRDRO_LGBM method) (dro.tree_model.lgbm.KLDRO_LGBM method) (dro.tree_model.xgb.Chi2DRO_XGB method) (dro.tree_model.xgb.CVaRDRO_XGB method) (dro.tree_model.xgb.KLDRO_XGB method)

fit_oracle() (dro.linear_model.wasserstein_dro.WassersteinDROsatisficing method) forward() (dro.neural_model.base_nn.Linear method) (dro.neural_model.base_nn.MLP method)

H

HR_DRO_LR (class in dro.linear_model.hr_dro)

HRNNDRO (class in dro.neural_model.hrdro_nn)

K

KLDRO (class in dro.linear_model.kl_dro)

KLDRO_LGBM (class in dro.tree_model.lgbm) KLDRO_XGB (class in dro.tree_model.xgb)

L

Linear (class in dro.neural_model.base_nn) load() (dro.linear_model.base.BaseLinearDRO method) loss() (dro.tree_model.lgbm.Chi2DRO_LGBM method) (dro.tree_model.lgbm.CVaRDRO_LGBM method) (dro.tree_model.lgbm.KLDRO_LGBM method) (dro.tree_model.xgb.Chi2DRO_XGB method) (dro.tree_model.xgb.CVaRDRO_XGB method) (dro.tree_model.xgb.KLDRO_XGB method)

M

MarginalCVaRDRO (class in dro.linear_model.marginal_dro) MLP (class in dro.neural_model.base_nn) MMD_DRO (class in dro.linear_model.mmd_dro) module dro.data.dataloader_classification dro.data.dataloader_regression dro.linear_model.base dro.linear_model.bayesian_dro dro.linear_model.chi2_dro dro.linear_model.conditional_dro dro.linear_model.cvar_dro dro.linear_model.hr_dro dro.linear_model.kl_dro dro.linear_model.marginal_dro dro.linear_model.mmd_dro dro.linear_model.mot_dro dro.linear_model.or_wasserstein_dro dro.linear_model.sinkhorn_dro dro.linear_model.tv_dro dro.linear_model.wasserstein_dro dro.neural_model.base_nn dro.neural_model.fdro_nn dro.neural_model.hrdro_nn dro.neural_model.wdro_nn dro.tree_model.lgbm dro.tree_model.xgb

MOTDRO (class in dro.linear_model.mot_dro)

O

ORWDRO (class in dro.linear_model.or_wasserstein_dro)

P

predict() (dro.linear_model.base.BaseLinearDRO method) (dro.linear_model.sinkhorn_dro.SinkhornLinearDRO method) (dro.neural_model.base_nn.BaseNNDRO method) (dro.neural_model.hrdro_nn.HRNNDRO method) (dro.tree_model.lgbm.Chi2DRO_LGBM method) (dro.tree_model.lgbm.CVaRDRO_LGBM method) (dro.tree_model.lgbm.KLDRO_LGBM method) (dro.tree_model.xgb.Chi2DRO_XGB method) (dro.tree_model.xgb.CVaRDRO_XGB method) (dro.tree_model.xgb.KLDRO_XGB method)

R

regression_basic() (in module dro.data.dataloader_regression) regression_DN20_1() (in module dro.data.dataloader_regression) regression_DN20_2() (in module dro.data.dataloader_regression)

regression_DN20_3() (in module dro.data.dataloader_regression) regression_LWLC() (in module dro.data.dataloader_regression) resample() (dro.linear_model.bayesian_dro.BayesianDRO method)

S

score() (dro.linear_model.base.BaseLinearDRO method) (dro.linear_model.sinkhorn_dro.SinkhornLinearDRO method) (dro.neural_model.base_nn.BaseNNDRO method) (dro.tree_model.lgbm.Chi2DRO_LGBM method) (dro.tree_model.lgbm.CVaRDRO_LGBM method) (dro.tree_model.lgbm.KLDRO_LGBM method) (dro.tree_model.xgb.Chi2DRO_XGB method) (dro.tree_model.xgb.CVaRDRO_XGB method) (dro.tree_model.xgb.KLDRO_XGB method)

SinkhornLinearDRO (class in dro.linear_model.sinkhorn_dro)

T

threshold_val (dro.linear_model.tv_dro.TVDRO attribute)

TVDRO (class in dro.linear_model.tv_dro)

U

update() (dro.linear_model.base.BaseLinearDRO method) (dro.linear_model.bayesian_dro.BayesianDRO method) (dro.linear_model.chi2_dro.Chi2DRO method) (dro.linear_model.conditional_dro.ConditionalCVaRDRO method) (dro.linear_model.cvar_dro.CVaRDRO method) (dro.linear_model.hr_dro.HR_DRO_LR method) (dro.linear_model.kl_dro.KLDRO method) (dro.linear_model.marginal_dro.MarginalCVaRDRO method) (dro.linear_model.mmd_dro.MMD_DRO method) (dro.linear_model.mot_dro.MOTDRO method) (dro.linear_model.or_wasserstein_dro.ORWDRO method) (dro.linear_model.sinkhorn_dro.SinkhornLinearDRO method) (dro.linear_model.tv_dro.TVDRO method) (dro.linear_model.wasserstein_dro.WassersteinDRO method) (dro.linear_model.wasserstein_dro.WassersteinDROsatisficing method) (dro.neural_model.fdro_nn.Chi2NNDRO method) (dro.neural_model.fdro_nn.CVaRNNDRO method) (dro.tree_model.lgbm.Chi2DRO_LGBM method) (dro.tree_model.lgbm.CVaRDRO_LGBM method) (dro.tree_model.lgbm.KLDRO_LGBM method) (dro.tree_model.xgb.Chi2DRO_XGB method) (dro.tree_model.xgb.CVaRDRO_XGB method) (dro.tree_model.xgb.KLDRO_XGB method)

update_kernel() (dro.linear_model.base.BaseLinearDRO method) update_user_mode() (dro.neural_model.base_nn.BaseNNDRO method)

W

WassersteinDRO (class in dro.linear_model.wasserstein_dro) WassersteinDROsatisficing (class in dro.linear_model.wasserstein_dro) WNNDRO (class in dro.neural_model.wdro_nn) worst_distribution() (dro.linear_model.chi2_dro.Chi2DRO method) (dro.linear_model.cvar_dro.CVaRDRO method) (dro.linear_model.kl_dro.KLDRO method) (dro.linear_model.or_wasserstein_dro.ORWDRO method) (dro.linear_model.tv_dro.TVDRO method) (dro.linear_model.wasserstein_dro.WassersteinDRO method) (dro.linear_model.wasserstein_dro.WassersteinDROsatisficing method)