Index

_

_BaseAGMM (class in agmm) _BaseAGMM2 (class in agmm2) _BaseRKHS2IV (class in rkhs2iv) _BaseRKHSIV (class in rkhsiv) _BaseSupLossAGMM (class in agmm) _BaseSupLossAGMM2 (class in agmm2) _BaseSupLossAGMM2L2 (class in agmm2) _calculate_confidence_interval() (dml_joint_longterm.DML_joint_longterm method) (dml_joint_mediated.DML_joint_mediated method) (dml_longterm.DML_longterm method) (dml_mediated.DML_mediated method) (dml_npiv.DML_npiv method) _check_auto() (in module rkhs2iv) (in module rkhsiv) _check_duality_gap() (sparse2_l1_l1.sparse2_l1vsl1 method) (sparse2_l1_l1.sparse2_ridge_l1vsl1 method) (sparse2_l2_l2.sparse2_l2vsl2 method) (sparse2_l2_l2.sparse2_ridge_l2vsl2 method) (sparse_l1_l1.sparse_l1vsl1 method) (sparse_l1_l1.sparse_ridge_l1vsl1 method) (sparse_l2_l2.sparse_l2vsl2 method) (sparse_l2_l2.sparse_ridge_l2vsl2 method) _check_input() (ensemble.EnsembleIV method) (ensemble.EnsembleIVL2 method) (ensemble.EnsembleIVStar method) (ensemble2.Ensemble2IV method) (ensemble2.Ensemble2IVL2 method) (sparse2_l1_l1._SparseLinear2AdversarialGMM method) (sparse2_l2_l2._SparseLinear2AdversarialGMM method) (sparse_l1_l1._SparseLinearAdversarialGMM method) (sparse_l2_l2._SparseLinearAdversarialGMM method) _cross_validate_alpha() (ensemble.EnsembleIVL2 method) (ensemble2.Ensemble2IVL2 method) _fun_threshold_alpha() (in module dml_joint_longterm) (in module dml_joint_mediated) (in module dml_longterm) (in module dml_mediated) (in module dml_npiv) _get() (in module dml_joint_longterm) (in module dml_joint_mediated) (in module dml_longterm) (in module dml_mediated) (in module dml_npiv) _get_alpha() (rkhs2iv._BaseRKHS2IV method) (rkhsiv._BaseRKHSIV method) _get_alpha_scale() (rkhs2iv._BaseRKHS2IV method) (rkhsiv._BaseRKHSIV method) _get_alpha_scales() (ensemble.EnsembleIVL2 method) (ensemble2.Ensemble2IVL2 method) (rkhs2iv._BaseRKHS2IV method) (rkhsiv._BaseRKHSIV method) _get_delta() (ensemble.EnsembleIVL2 method) (ensemble2.Ensemble2IVL2 method) (rkhs2iv._BaseRKHS2IV method) (rkhsiv._BaseRKHSIV method) _get_kernel() (rkhs2iv._BaseRKHS2IV method) (rkhsiv._BaseRKHSIV method) _get_new_adversary() (ensemble.EnsembleIV method) (ensemble.EnsembleIVL2 method) (ensemble.EnsembleIVStar method) (ensemble2.Ensemble2IV method) (ensemble2.Ensemble2IVL2 method) _get_new_approx_instance() (rkhsiv.ApproxRKHSIV method) _get_new_learner() (ensemble.EnsembleIV method) (ensemble.EnsembleIVL2 method) (ensemble.EnsembleIVStar method)

_get_new_learnerg() (ensemble2.Ensemble2IV method) (ensemble2.Ensemble2IVL2 method) _get_new_learnerh() (ensemble2.Ensemble2IV method) (ensemble2.Ensemble2IVL2 method) _kernel() (in module agmm) _localization() (dml_joint_longterm.DML_joint_longterm method) (dml_joint_mediated.DML_joint_mediated method) (dml_longterm.DML_longterm method) (dml_mediated.DML_mediated method) (dml_npiv.DML_npiv method) _mysign() (in module ensemble) (in module ensemble2) _nnpivfit_action_m() (dml_mediated.DML_mediated method) _nnpivfit_outcome_latent() (dml_joint_longterm.DML_joint_longterm method) (dml_longterm.DML_longterm method) _nnpivfit_outcome_m() (dml_mediated.DML_mediated method) _nnpivfit_outcome_surrogacy() (dml_joint_longterm.DML_joint_longterm method) (dml_longterm.DML_longterm method) _npivfit_action() (dml_joint_mediated.DML_joint_mediated method) (dml_mediated.DML_mediated method) (dml_npiv.DML_npiv method) _npivfit_outcome() (dml_joint_mediated.DML_joint_mediated method) (dml_mediated.DML_mediated method) (dml_npiv.DML_npiv method) _post_process() (sparse2_l1_l1.sparse2_l1vsl1 method) (sparse2_l1_l1.sparse2_ridge_l1vsl1 method) (sparse2_l2_l2.sparse2_l2vsl2 method) (sparse2_l2_l2.sparse2_ridge_l2vsl2 method) (sparse_l1_l1.sparse_l1vsl1 method) (sparse_l1_l1.sparse_ridge_l1vsl1 method) (sparse_l2_l2.sparse_l2vsl2 method) (sparse_l2_l2.sparse_ridge_l2vsl2 method) _pretrain() (agmm._BaseAGMM method), [1] (agmm2._BaseAGMM2 method), [1] _process_fold() (dml_joint_longterm.DML_joint_longterm method) (dml_joint_mediated.DML_joint_mediated method) (dml_longterm.DML_longterm method) (dml_mediated.DML_mediated method) (dml_npiv.DML_npiv method) _propensity_score() (dml_joint_mediated.DML_joint_mediated method) (dml_mediated.DML_mediated method) (dml_npiv.DML_npiv method) _propensity_score_latent() (dml_joint_longterm.DML_joint_longterm method) (dml_longterm.DML_longterm method) _propensity_score_surrogacy() (dml_joint_longterm.DML_joint_longterm method) (dml_longterm.DML_longterm method) _scores_mediated() (dml_joint_mediated.DML_joint_mediated method) (dml_mediated.DML_mediated method) _scores_Y1() (dml_joint_mediated.DML_joint_mediated method) (dml_mediated.DML_mediated method) _SparseLinear2AdversarialGMM (class in sparse2_l1_l1) (class in sparse2_l2_l2) _SparseLinearAdversarialGMM (class in sparse_l1_l1) (class in sparse_l2_l2) _split_and_estimate() (dml_joint_longterm.DML_joint_longterm method) (dml_joint_mediated.DML_joint_mediated method) (dml_longterm.DML_longterm method) (dml_mediated.DML_mediated method) (dml_npiv.DML_npiv method) _transform_poly() (in module dml_joint_longterm) (in module dml_joint_mediated) (in module dml_longterm) (in module dml_mediated) (in module dml_npiv) _update_test() (ensemble.EnsembleIVStar method)

A

add_weight_decay() (in module agmm) (in module agmm2) agmm module AGMM (class in agmm), [1]

agmm2 module AGMM2 (class in agmm2), [1] AGMM2L2 (class in agmm2), [1] ApproxRKHSIV (class in rkhsiv), [1] ApproxRKHSIVCV (class in rkhsiv), [1]

C

CentroidMMDGMM (class in agmm), [1] coef (sparse2_l1_l1._SparseLinear2AdversarialGMM property) (sparse2_l2_l2._SparseLinear2AdversarialGMM property) (sparse_l1_l1._SparseLinearAdversarialGMM property) (sparse_l2_l2._SparseLinearAdversarialGMM property)

D

dml() (dml_joint_longterm.DML_joint_longterm method) (dml_joint_mediated.DML_joint_mediated method) (dml_longterm.DML_longterm method) (dml_mediated.DML_mediated method) (dml_npiv.DML_npiv method) dml_joint_longterm module DML_joint_longterm (class in dml_joint_longterm), [1] dml_joint_mediated module

DML_joint_mediated (class in dml_joint_mediated), [1] dml_longterm module DML_longterm (class in dml_longterm), [1] dml_mediated module DML_mediated (class in dml_mediated), [1] dml_npiv module DML_npiv (class in dml_npiv), [1]

E

ensemble module ensemble2 module

Ensemble2IV (class in ensemble2), [1] Ensemble2IVL2 (class in ensemble2), [1] EnsembleIV (class in ensemble), [1] EnsembleIVL2 (class in ensemble), [1] EnsembleIVStar (class in ensemble), [1]

F

fit() (agmm._BaseSupLossAGMM method), [1] (agmm.KernelLossAGMM method) (agmm.MMDGMM method) (agmm2._BaseSupLossAGMM2 method), [1] (agmm2._BaseSupLossAGMM2L2 method), [1] (ensemble.EnsembleIV method) (ensemble.EnsembleIVL2 method) (ensemble.EnsembleIVStar method) (ensemble2.Ensemble2IV method) (ensemble2.Ensemble2IVL2 method) (rkhs2iv.RKHS2IV method) (rkhs2iv.RKHS2IVCV method) (rkhs2iv.RKHS2IVL2 method) (rkhs2iv.RKHS2IVL2CV method) (rkhsiv.ApproxRKHSIV method) (rkhsiv.ApproxRKHSIVCV method) (rkhsiv.RKHSIV method) (rkhsiv.RKHSIVCV method) (rkhsiv.RKHSIVL2 method) (rkhsiv.RKHSIVL2CV method) (sparse2_l1_l1.sparse2_l1vsl1 method) (sparse2_l1_l1.sparse2_ridge_l1vsl1 method) (sparse2_l2_l2.sparse2_l2vsl2 method) (sparse2_l2_l2.sparse2_ridge_l2vsl2 method) (sparse_l1_l1.sparse_l1vsl1 method) (sparse_l1_l1.sparse_ridge_l1vsl1 method) (sparse_l2_l2._SparseLinearAdversarialGMM method) (sparse_l2_l2.sparse_l2vsl2 method) (sparse_l2_l2.sparse_ridge_l2vsl2 method) (tsls.regtsls method) (tsls.tsls method)

I

intercept (sparse2_l1_l1._SparseLinear2AdversarialGMM property) (sparse2_l2_l2._SparseLinear2AdversarialGMM property) (sparse_l1_l1._SparseLinearAdversarialGMM property) (sparse_l2_l2._SparseLinearAdversarialGMM property)

K

KernelLayerMMDGMM (class in agmm), [1]

KernelLossAGMM (class in agmm), [1]

M

MMDGMM (class in agmm), [1] module agmm agmm2 dml_joint_longterm dml_joint_mediated dml_longterm dml_mediated dml_npiv ensemble ensemble2 rkhs2iv rkhsiv sparse2_l1_l1 sparse2_l2_l2 sparse_l1_l1 sparse_l2_l2 tsls

O

OAdam (class in oadam)

P

predict() (agmm._BaseAGMM method), [1] (agmm2._BaseAGMM2 method), [1] (ensemble.EnsembleIV method) (ensemble.EnsembleIVL2 method) (ensemble.EnsembleIVStar method) (ensemble2.Ensemble2IV method) (ensemble2.Ensemble2IVL2 method) (rkhs2iv.RKHS2IV method) (rkhs2iv.RKHS2IVL2 method) (rkhsiv.ApproxRKHSIV method) (rkhsiv.RKHSIV method) (rkhsiv.RKHSIVL2 method) (sparse2_l1_l1._SparseLinear2AdversarialGMM method) (sparse2_l2_l2._SparseLinear2AdversarialGMM method) (sparse_l1_l1._SparseLinearAdversarialGMM method) (sparse_l2_l2._SparseLinearAdversarialGMM method), [1] (tsls.regtsls method) (tsls.tsls method)

R

regtsls (class in tsls), [1] rkhs2iv module RKHS2IV (class in rkhs2iv), [1] RKHS2IVCV (class in rkhs2iv), [1] RKHS2IVL2 (class in rkhs2iv), [1]

RKHS2IVL2CV (class in rkhs2iv), [1] rkhsiv module RKHSIV (class in rkhsiv), [1] RKHSIVCV (class in rkhsiv), [1] RKHSIVL2 (class in rkhsiv), [1] RKHSIVL2CV (class in rkhsiv), [1]

S

score() (rkhsiv.ApproxRKHSIV method) (rkhsiv.RKHSIV method) sparse2_l1_l1 module sparse2_l1vsl1 (class in sparse2_l1_l1), [1] sparse2_l2_l2 module sparse2_l2vsl2 (class in sparse2_l2_l2), [1] sparse2_ridge_l1vsl1 (class in sparse2_l1_l1), [1]

sparse2_ridge_l2vsl2 (class in sparse2_l2_l2), [1] sparse_l1_l1 module sparse_l1vsl1 (class in sparse_l1_l1), [1] sparse_l2_l2 module sparse_l2vsl2 (class in sparse_l2_l2), [1] sparse_ridge_l1vsl1 (class in sparse_l1_l1), [1] sparse_ridge_l2vsl2 (class in sparse_l2_l2), [1]

T

tsls module

tsls (class in tsls), [1]

W

weighted_mean() (sparse2_l1_l1._SparseLinear2AdversarialGMM method) (sparse2_l2_l2._SparseLinear2AdversarialGMM method)