dualbounds 2.0.0 documentation
Installation
Initializing search
amspector100/dualbounds
Installation
Quickstart
User Guide
Troubleshooting
API Reference
ar
Xiv
dualbounds 2.0.0 documentation
amspector100/dualbounds
Installation
Installation
Installation
Quickstart
Quickstart
Quickstart
User Guide
User Guide
Minimalist review of dual bounds
The Dual
Bounds class
Generalized Delta
Dual
Bounds
Additional estimands
Model selection
Support restrictions
Diagnostics
Troubleshooting
Troubleshooting
How can I choose the outcome model?
Large standard errors
Numerical stability
Incorporating structural constraints is slow
Strange results
API Reference
API Reference
Core API Reference
Core API Reference
Generic Dual
Bounds
Generic Dual
Bounds
dualbounds.
generic.
Dual
Bounds
dualbounds.
generic.
Dual
Bounds
C
dualbounds.
generic.
Dual
Bounds
dualbounds.
generic.
Dual
Bounds
dualbounds.
generic.
Dual
Bounds.
compute_
dual_
variables
dualbounds.
generic.
Dual
Bounds.
cross_
fit
dualbounds.
generic.
Dual
Bounds.
diagnostics
dualbounds.
generic.
Dual
Bounds.
eval_
outcome_
model
dualbounds.
generic.
Dual
Bounds.
eval_
treatment_
model
dualbounds.
generic.
Dual
Bounds.
fit
dualbounds.
generic.
Dual
Bounds.
fit_
propensity_
scores
dualbounds.
generic.
Dual
Bounds.
plot_
dual_
variables
dualbounds.
generic.
Dual
Bounds.
results
dualbounds.
generic.
Dual
Bounds.
summary
dualbounds.
delta.
Delta
Dual
Bounds
dualbounds.
delta.
Delta
Dual
Bounds
C
dualbounds.
delta.
Delta
Dual
Bounds
dualbounds.
delta.
Delta
Dual
Bounds
dualbounds.
delta.
Delta
Dual
Bounds.
compute_
dual_
variables
dualbounds.
delta.
Delta
Dual
Bounds.
cross_
fit
dualbounds.
delta.
Delta
Dual
Bounds.
diagnostics
dualbounds.
delta.
Delta
Dual
Bounds.
eval_
outcome_
model
dualbounds.
delta.
Delta
Dual
Bounds.
eval_
treatment_
model
dualbounds.
delta.
Delta
Dual
Bounds.
fit
dualbounds.
delta.
Delta
Dual
Bounds.
fit_
propensity_
scores
dualbounds.
delta.
Delta
Dual
Bounds.
plot_
dual_
variables
dualbounds.
delta.
Delta
Dual
Bounds.
results
dualbounds.
delta.
Delta
Dual
Bounds.
summary
dualbounds.
generic.
plug_
in_
no_
covariates
Bootstrap methods
Bootstrap methods
dualbounds.
bootstrap.
dualbound_
multiplier_
bootstrap
dualbounds.
bootstrap.
multiplier_
bootstrap
Lee bounds
Lee bounds
dualbounds.
lee.
Lee
Dual
Bounds
dualbounds.
lee.
Lee
Dual
Bounds
C
dualbounds.
lee.
Lee
Dual
Bounds
dualbounds.
lee.
Lee
Dual
Bounds
dualbounds.
lee.
Lee
Dual
Bounds.
compute_
dual_
variables
dualbounds.
lee.
Lee
Dual
Bounds.
cross_
fit
dualbounds.
lee.
Lee
Dual
Bounds.
diagnostics
dualbounds.
lee.
Lee
Dual
Bounds.
eval_
outcome_
model
dualbounds.
lee.
Lee
Dual
Bounds.
eval_
treatment_
model
dualbounds.
lee.
Lee
Dual
Bounds.
fit
dualbounds.
lee.
Lee
Dual
Bounds.
fit_
propensity_
scores
dualbounds.
lee.
Lee
Dual
Bounds.
plot_
dual_
variables
dualbounds.
lee.
Lee
Dual
Bounds.
results
dualbounds.
lee.
Lee
Dual
Bounds.
summary
dualbounds.
lee.
lee_
bound_
no_
covariates
dualbounds.
lee.
compute_
analytical_
lee_
bound
Variance bounds
Variance bounds
dualbounds.
varite.
Var
ITEDual
Bounds
dualbounds.
varite.
Var
ITEDual
Bounds
C
dualbounds.
varite.
Var
ITEDual
Bounds
dualbounds.
varite.
Var
ITEDual
Bounds
dualbounds.
varite.
Var
ITEDual
Bounds.
compute_
dual_
variables
dualbounds.
varite.
Var
ITEDual
Bounds.
cross_
fit
dualbounds.
varite.
Var
ITEDual
Bounds.
diagnostics
dualbounds.
varite.
Var
ITEDual
Bounds.
eval_
outcome_
model
dualbounds.
varite.
Var
ITEDual
Bounds.
eval_
treatment_
model
dualbounds.
varite.
Var
ITEDual
Bounds.
fit
dualbounds.
varite.
Var
ITEDual
Bounds.
fit_
propensity_
scores
dualbounds.
varite.
Var
ITEDual
Bounds.
plot_
dual_
variables
dualbounds.
varite.
Var
ITEDual
Bounds.
results
dualbounds.
varite.
Var
ITEDual
Bounds.
summary
dualbounds.
varcate.
Var
CATEDual
Bounds
dualbounds.
varcate.
Var
CATEDual
Bounds
C
dualbounds.
varcate.
Var
CATEDual
Bounds
dualbounds.
varcate.
Var
CATEDual
Bounds
dualbounds.
varcate.
Var
CATEDual
Bounds.
compute_
dual_
variables
dualbounds.
varcate.
Var
CATEDual
Bounds.
cross_
fit
dualbounds.
varcate.
Var
CATEDual
Bounds.
diagnostics
dualbounds.
varcate.
Var
CATEDual
Bounds.
eval_
outcome_
model
dualbounds.
varcate.
Var
CATEDual
Bounds.
eval_
treatment_
model
dualbounds.
varcate.
Var
CATEDual
Bounds.
fit
dualbounds.
varcate.
Var
CATEDual
Bounds.
fit_
propensity_
scores
dualbounds.
varcate.
Var
CATEDual
Bounds.
plot_
dual_
variables
dualbounds.
varcate.
Var
CATEDual
Bounds.
results
dualbounds.
varcate.
Var
CATEDual
Bounds.
summary
dualbounds.
varcate.
Calibrated
Var
CATEDual
Bounds
dualbounds.
varcate.
Calibrated
Var
CATEDual
Bounds
C
dualbounds.
varcate.
Calibrated
Var
CATEDual
Bounds
dualbounds.
varcate.
Calibrated
Var
CATEDual
Bounds
dualbounds.
varcate.
Calibrated
Var
CATEDual
Bounds.
compute_
dual_
variables
dualbounds.
varcate.
Calibrated
Var
CATEDual
Bounds.
cross_
fit
dualbounds.
varcate.
Calibrated
Var
CATEDual
Bounds.
diagnostics
dualbounds.
varcate.
Calibrated
Var
CATEDual
Bounds.
eval_
outcome_
model
dualbounds.
varcate.
Calibrated
Var
CATEDual
Bounds.
eval_
treatment_
model
dualbounds.
varcate.
Calibrated
Var
CATEDual
Bounds.
fit
dualbounds.
varcate.
Calibrated
Var
CATEDual
Bounds.
fit_
propensity_
scores
dualbounds.
varcate.
Calibrated
Var
CATEDual
Bounds.
plot_
dual_
variables
dualbounds.
varcate.
Calibrated
Var
CATEDual
Bounds.
results
dualbounds.
varcate.
Calibrated
Var
CATEDual
Bounds.
summary
IV Bounds
(in beta)
IV Bounds
(in beta)
dualbounds.
iv.
Dual
IVBounds
dualbounds.
iv.
Dual
IVBounds
C
dualbounds.
iv.
Dual
IVBounds
dualbounds.
iv.
Dual
IVBounds
dualbounds.
iv.
Dual
IVBounds.
compute_
dual_
variables
dualbounds.
iv.
Dual
IVBounds.
cross_
fit
dualbounds.
iv.
Dual
IVBounds.
diagnostics
dualbounds.
iv.
Dual
IVBounds.
eval_
exposure_
model
dualbounds.
iv.
Dual
IVBounds.
eval_
outcome_
model
dualbounds.
iv.
Dual
IVBounds.
eval_
treatment_
model
dualbounds.
iv.
Dual
IVBounds.
fit
dualbounds.
iv.
Dual
IVBounds.
fit_
propensity_
scores
dualbounds.
iv.
Dual
IVBounds.
plot_
dual_
variables
dualbounds.
iv.
Dual
IVBounds.
results
dualbounds.
iv.
Dual
IVBounds.
summary
Distributional regression
Distributional regression
dualbounds.
dist_
reg.
Dist
Reg
dualbounds.
dist_
reg.
Dist
Reg
C
dualbounds.
dist_
reg.
Dist
Reg
dualbounds.
dist_
reg.
Dist
Reg
dualbounds.
dist_
reg.
Dist
Reg.
feature_
transform
dualbounds.
dist_
reg.
Dist
Reg.
features_
to_
WX
dualbounds.
dist_
reg.
Dist
Reg.
fit
dualbounds.
dist_
reg.
Dist
Reg.
predict
dualbounds.
dist_
reg.
Dist
Reg.
predict_
counterfactuals
dualbounds.
dist_
reg.
Binary
Dist
Reg
dualbounds.
dist_
reg.
Binary
Dist
Reg
C
dualbounds.
dist_
reg.
Binary
Dist
Reg
dualbounds.
dist_
reg.
Binary
Dist
Reg
dualbounds.
dist_
reg.
Binary
Dist
Reg.
feature_
transform
dualbounds.
dist_
reg.
Binary
Dist
Reg.
features_
to_
WX
dualbounds.
dist_
reg.
Binary
Dist
Reg.
fit
dualbounds.
dist_
reg.
Binary
Dist
Reg.
predict
dualbounds.
dist_
reg.
Binary
Dist
Reg.
predict_
counterfactuals
dualbounds.
dist_
reg.
Binary
Dist
Reg.
predict_
proba
dualbounds.
dist_
reg.
Cts
Dist
Reg
dualbounds.
dist_
reg.
Cts
Dist
Reg
C
dualbounds.
dist_
reg.
Cts
Dist
Reg
dualbounds.
dist_
reg.
Cts
Dist
Reg
dualbounds.
dist_
reg.
Cts
Dist
Reg.
feature_
transform
dualbounds.
dist_
reg.
Cts
Dist
Reg.
features_
to_
WX
dualbounds.
dist_
reg.
Cts
Dist
Reg.
fit
dualbounds.
dist_
reg.
Cts
Dist
Reg.
predict
dualbounds.
dist_
reg.
Cts
Dist
Reg.
predict_
counterfactuals
dualbounds.
dist_
reg.
Quantile
Dist
Reg
dualbounds.
dist_
reg.
Quantile
Dist
Reg
C
dualbounds.
dist_
reg.
Quantile
Dist
Reg
dualbounds.
dist_
reg.
Quantile
Dist
Reg
dualbounds.
dist_
reg.
Quantile
Dist
Reg.
feature_
transform
dualbounds.
dist_
reg.
Quantile
Dist
Reg.
features_
to_
WX
dualbounds.
dist_
reg.
Quantile
Dist
Reg.
fit
dualbounds.
dist_
reg.
Quantile
Dist
Reg.
predict
dualbounds.
dist_
reg.
Quantile
Dist
Reg.
predict_
counterfactuals
dualbounds.
dist_
reg.
Monotone
Logistic
Reg
dualbounds.
dist_
reg.
Monotone
Logistic
Reg
C
dualbounds.
dist_
reg.
Monotone
Logistic
Reg
dualbounds.
dist_
reg.
Monotone
Logistic
Reg
dualbounds.
dist_
reg.
Monotone
Logistic
Reg.
fit
dualbounds.
dist_
reg.
Monotone
Logistic
Reg.
predict_
proba
dualbounds.
dist_
reg.
Model
Selector
dualbounds.
dist_
reg.
Model
Selector
C
dualbounds.
dist_
reg.
Model
Selector
dualbounds.
dist_
reg.
Model
Selector
dualbounds.
dist_
reg.
Model
Selector.
select_
model
dualbounds.
dist_
reg.
cross_
fit_
predictions
Utility functions
Utility functions
Synthetic data generation
Synthetic data generation
dualbounds.
gen_
data.
gen_
regression_
data
dualbounds.
gen_
data.
gen_
lee_
bound_
data
Interpolation
Interpolation
dualbounds.
interpolation.
adaptive_
interpolate
dualbounds.
interpolation.
nn_
interpolate
dualbounds.
interpolation.
linear_
interpolate
Miscellaneous
Miscellaneous
dualbounds.
utilities.
Batched
Categorical
dualbounds.
utilities.
Batched
Categorical
C
dualbounds.
utilities.
Batched
Categorical
dualbounds.
utilities.
Batched
Categorical
dualbounds.
utilities.
Batched
Categorical.
from_
binary_
probs
dualbounds.
utilities.
Batched
Categorical.
from_
scipy
dualbounds.
utilities.
Batched
Categorical.
mean
dualbounds.
utilities.
Batched
Categorical.
ppf
dualbounds.
utilities.
Batched
Categorical.
rvs
dualbounds.
utilities.
compute_
est_
bounds
dualbounds.
utilities.
weighted_
quantile
dualbounds.
utilities.
adjust_
support_
size
ar
Xiv
ar
Xiv
https:
//arxiv.
org/abs/2310.
08115
Installation
¶
To install dualbounds, use pip:
python
-m
pip
install
dualbounds
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