Index

_

__version__ (in module hddid)

A

alpha (hddid.NonparametricInferencePayload attribute) (hddid.ParametricInferencePayload attribute)

asymptotic_variance_hat (hddid.ParametricInferencePayload attribute)

B

bar_f_at_z0 (hddid.NonparametricInferencePayload attribute) bar_gamma_hat (hddid.NonparametricInferencePayload attribute) basis_degree (hddid.FoldDiagnostics attribute) (hddid.NonparametricInferencePayload attribute) (hddid.NuisancePayload attribute) (hddid.ParametricInferencePayload attribute) (hddid.ResultDiagnostics attribute) (hddid.ScorePayload attribute) basis_design_valid (hddid.ScorePayload attribute) basis_family (hddid.FoldDiagnostics attribute) (hddid.NonparametricInferencePayload attribute) (hddid.NuisancePayload attribute) (hddid.ParametricInferencePayload attribute) (hddid.ResultDiagnostics attribute) (hddid.ScorePayload attribute)

basis_matrix (hddid.ScorePayload attribute) basis_valid_full (hddid.ScorePayload attribute) beta_hat (hddid.EstimationPayload attribute) bspline_sieve_basis() (in module hddid) build_score_payload() (in module hddid)

C

confidence_interval (hddid.ParametricInferencePayload attribute) ConfidenceInterval (class in hddid) covariance_at_grid (hddid.NonparametricInferencePayload attribute) critical_value (hddid.UniformBand attribute)

cross_moment_hat (hddid.NonparametricInferencePayload attribute) crossfit_plan (hddid.HDDIDFit attribute) CrossfitFold (class in hddid) CrossfitNuisanceEstimator (class in hddid) CrossfitPlan (class in hddid)

D

data (hddid.HDDIDFit attribute) delta_y (hddid.ScorePayload attribute)

diagnose_nonparametric_omega_f() (in module hddid) diagnostics (hddid.CrossfitFold attribute) (hddid.HDDIDResult attribute)

E

Eq31ProjectionRankError (class in hddid) Eq31SolverConvergenceError (class in hddid) estimate_eq31_mainline() (in module hddid) estimate_nonparametric_inference() (in module hddid)

estimate_parametric_inference() (in module hddid) estimation_payload (hddid.HDDIDFit attribute) EstimationPayload (class in hddid) evaluation_basis (hddid.NonparametricInferencePayload attribute) (hddid.ScorePayload attribute)

F

f_hat_at_z0 (hddid.EstimationPayload attribute) fit() (hddid.CrossfitNuisanceEstimator method) fit_hddid() (in module hddid) fitted_f_valid (hddid.EstimationPayload attribute) fold_diagnostics (hddid.NuisancePayload attribute) (hddid.ResultDiagnostics attribute) (hddid.ScorePayload attribute)

fold_id (hddid.CrossfitFold attribute) (hddid.FoldDiagnostics attribute) fold_ids (hddid.CrossfitPlan attribute) (hddid.NuisancePayload attribute) (hddid.ScorePayload attribute) FoldDiagnostics (class in hddid) folds (hddid.CrossfitPlan attribute) from_dataframe() (hddid.HDDIDFit class method)

G

gamma_hat (hddid.EstimationPayload attribute)

H

HDDIDFit (class in hddid)

HDDIDResult (class in hddid) holdout_indices (hddid.CrossfitFold attribute)

I

InferenceComputationError (class in hddid) intercept_dropped_for_design (hddid.ScorePayload attribute)

intervals (hddid.HDDIDResult attribute) InvalidInferenceInputError (class in hddid)

L

level (hddid.ConfidenceInterval attribute) (hddid.UniformBand attribute)

lower (hddid.ConfidenceInterval attribute) (hddid.UniformBand attribute)

M

m_hat (hddid.NonparametricInferencePayload attribute)

make_crossfit_splits() (in module hddid) MissingEvaluationGridError (class in hddid)

N

n_boot (hddid.UniformBand attribute) n_holdout_raw (hddid.FoldDiagnostics attribute) (hddid.ResultDiagnostics attribute) n_trimmed_propensity (hddid.FoldDiagnostics attribute) (hddid.ResultDiagnostics attribute) n_valid_holdout (hddid.FoldDiagnostics attribute) (hddid.ResultDiagnostics attribute)

nonparametric_estimates (hddid.HDDIDResult attribute) NonparametricInferencePayload (class in hddid) NonpositiveVarianceError (class in hddid) nuisance_estimator (hddid.CrossfitNuisanceEstimator attribute) nuisance_payload (hddid.HDDIDFit attribute) NuisancePayload (class in hddid)

O

omega_beta_hat (hddid.ParametricInferencePayload attribute) omega_f_hat (hddid.NonparametricInferencePayload attribute) optimization_metadata (hddid.EstimationPayload attribute) (hddid.NonparametricInferencePayload attribute) (hddid.ParametricInferencePayload attribute) (hddid.ResultDiagnostics attribute) oracle_lane (hddid.CrossfitNuisanceEstimator attribute) (hddid.FoldDiagnostics attribute) (hddid.NonparametricInferencePayload attribute) (hddid.NuisancePayload attribute) (hddid.ParametricInferencePayload attribute) (hddid.ResultDiagnostics attribute) (hddid.ScorePayload attribute)

orthogonal_basis_valid (hddid.NonparametricInferencePayload attribute)

P

parametric_estimates (hddid.HDDIDResult attribute) ParametricInferencePayload (class in hddid) phi0_hat (hddid.NuisancePayload attribute) (hddid.ScorePayload attribute) phi1_hat (hddid.NuisancePayload attribute) (hddid.ScorePayload attribute)

pi_hat (hddid.NuisancePayload attribute) (hddid.ScorePayload attribute) pointwise_confidence_interval (hddid.NonparametricInferencePayload attribute) polynomial_sieve_basis() (in module hddid) projection_x_valid (hddid.EstimationPayload attribute)

R

random_state (hddid.UniformBand attribute) residual_valid (hddid.EstimationPayload attribute) result (hddid.HDDIDFit attribute)

ResultDiagnostics (class in hddid) rho_hat (hddid.NuisancePayload attribute) (hddid.ScorePayload attribute)

S

s_hat (hddid.ScorePayload attribute) s_hat_valid (hddid.ScorePayload attribute) score_moment (hddid.NonparametricInferencePayload attribute) (hddid.ParametricInferencePayload attribute) score_payload (hddid.HDDIDFit attribute) ScorePayload (class in hddid) second_stage_prediction_valid (hddid.EstimationPayload attribute) sigma_f_hat (hddid.NonparametricInferencePayload attribute) sigma_tilde_x_hat (hddid.ParametricInferencePayload attribute)

sigma_x_hat (hddid.NonparametricInferencePayload attribute) sigma_z_hat (hddid.NonparametricInferencePayload attribute) SingularCovarianceError (class in hddid) solve_eq42_sparse_direction() (in module hddid) solve_eq43_projection_matrix() (in module hddid) SparseDirectionInfeasibleError (class in hddid) standard_errors (hddid.HDDIDResult attribute) (hddid.ParametricInferencePayload attribute) suggest_basis_degree() (in module hddid) summary() (hddid.HDDIDFit method)

T

t_hat (hddid.ParametricInferencePayload attribute) train_indices (hddid.CrossfitFold attribute) trigonometric_sieve_basis() (in module hddid)

trim_lower (hddid.FoldDiagnostics attribute) (hddid.ResultDiagnostics attribute) trim_upper (hddid.FoldDiagnostics attribute) (hddid.ResultDiagnostics attribute)

U

uniform_band (hddid.NonparametricInferencePayload attribute) uniform_standardization (hddid.NonparametricInferencePayload attribute)

UniformBand (class in hddid) upper (hddid.ConfidenceInterval attribute) (hddid.UniformBand attribute)

V

v_f_hat (hddid.NonparametricInferencePayload attribute)

valid_mask (hddid.NuisancePayload attribute) (hddid.ScorePayload attribute)

W

w_hat (hddid.ParametricInferencePayload attribute)

X

x_valid (hddid.ScorePayload attribute)

xi (hddid.ParametricInferencePayload attribute)