@@ -47,7 +47,7 @@ <h1>Simple Randomization Estimators<a class="headerlink" href="#simple-randomiza
4747< h2 > SimpleDistributionEstimator< a class ="headerlink " href ="#simpledistributionestimator " title ="Link to this heading "> ¶</ a > </ h2 >
4848< dl class ="py class ">
4949< dt class ="sig sig-object py ">
50- < em class ="property "> < span class ="pre "> class</ span > < span class ="w "> </ span > </ em > < span class ="sig-prename descclassname "> < span class ="pre "> dte_adj.</ span > </ span > < span class ="sig-name descname "> < span class ="pre "> SimpleDistributionEstimator</ span > </ span > < a class ="reference internal " href ="../_modules/dte_adj.html#SimpleDistributionEstimator "> < span class ="viewcode-link "> < span class ="pre "> [source]</ span > </ span > </ a > </ dt >
50+ < em class ="property "> < span class ="pre "> class</ span > < span class ="w "> </ span > </ em > < span class ="sig-prename descclassname "> < span class ="pre "> dte_adj.</ span > </ span > < span class ="sig-name descname "> < span class ="pre "> SimpleDistributionEstimator</ span > </ span > < a class ="reference internal " href ="../_modules/dte_adj/simple .html#SimpleDistributionEstimator "> < span class ="viewcode-link "> < span class ="pre "> [source]</ span > </ span > </ a > </ dt >
5151< dd > < p > Bases: < code class ="xref py py-class docutils literal notranslate "> < span class ="pre "> SimpleStratifiedDistributionEstimator</ span > </ code > </ p >
5252< p > A class for computing the empirical distribution function and distributional treatment effects
5353using simple (unadjusted) estimation methods.</ p >
@@ -76,7 +76,7 @@ <h2>SimpleDistributionEstimator<a class="headerlink" href="#simpledistributiones
7676</ div >
7777< dl class ="py method ">
7878< dt class ="sig sig-object py ">
79- < span class ="sig-name descname "> < span class ="pre "> fit</ span > </ span > < span class ="sig-paren "> (</ span > < em class ="sig-param "> < span class ="n "> < span class ="pre "> covariates</ span > </ span > < span class ="p "> < span class ="pre "> :</ span > </ span > < span class ="w "> </ span > < span class ="n "> < span class ="pre "> ndarray</ span > </ span > </ em > , < em class ="sig-param "> < span class ="n "> < span class ="pre "> treatment_arms</ span > </ span > < span class ="p "> < span class ="pre "> :</ span > </ span > < span class ="w "> </ span > < span class ="n "> < span class ="pre "> ndarray</ span > </ span > </ em > , < em class ="sig-param "> < span class ="n "> < span class ="pre "> outcomes</ span > </ span > < span class ="p "> < span class ="pre "> :</ span > </ span > < span class ="w "> </ span > < span class ="n "> < span class ="pre "> ndarray</ span > </ span > </ em > < span class ="sig-paren "> )</ span > < span class ="sig-return "> < span class ="sig-return-icon "> →</ span > < span class ="sig-return-typehint "> < span class ="pre "> SimpleDistributionEstimator</ span > </ span > </ span > < a class ="reference internal " href ="../_modules/dte_adj.html#SimpleDistributionEstimator.fit "> < span class ="viewcode-link "> < span class ="pre "> [source]</ span > </ span > </ a > </ dt >
79+ < span class ="sig-name descname "> < span class ="pre "> fit</ span > </ span > < span class ="sig-paren "> (</ span > < em class ="sig-param "> < span class ="n "> < span class ="pre "> covariates</ span > </ span > < span class ="p "> < span class ="pre "> :</ span > </ span > < span class ="w "> </ span > < span class ="n "> < span class ="pre "> ndarray</ span > </ span > </ em > , < em class ="sig-param "> < span class ="n "> < span class ="pre "> treatment_arms</ span > </ span > < span class ="p "> < span class ="pre "> :</ span > </ span > < span class ="w "> </ span > < span class ="n "> < span class ="pre "> ndarray</ span > </ span > </ em > , < em class ="sig-param "> < span class ="n "> < span class ="pre "> outcomes</ span > </ span > < span class ="p "> < span class ="pre "> :</ span > </ span > < span class ="w "> </ span > < span class ="n "> < span class ="pre "> ndarray</ span > </ span > </ em > < span class ="sig-paren "> )</ span > < span class ="sig-return "> < span class ="sig-return-icon "> →</ span > < span class ="sig-return-typehint "> < span class ="pre "> SimpleDistributionEstimator</ span > </ span > </ span > < a class ="reference internal " href ="../_modules/dte_adj/simple.html#SimpleDistributionEstimator.fit "> < span class ="viewcode-link "> < span class ="pre "> [source]</ span > </ span > </ a > </ dt >
8080< dd > < p > Set parameters.</ p >
8181< dl class ="field-list simple ">
8282< dt class ="field-odd "> Parameters< span class ="colon "> :</ span > </ dt >
@@ -311,7 +311,7 @@ <h2>SimpleDistributionEstimator<a class="headerlink" href="#simpledistributiones
311311< h2 > AdjustedDistributionEstimator< a class ="headerlink " href ="#adjusteddistributionestimator " title ="Link to this heading "> ¶</ a > </ h2 >
312312< dl class ="py class ">
313313< dt class ="sig sig-object py ">
314- < em class ="property "> < span class ="pre "> class</ span > < span class ="w "> </ span > </ em > < span class ="sig-prename descclassname "> < span class ="pre "> dte_adj.</ span > </ span > < span class ="sig-name descname "> < span class ="pre "> AdjustedDistributionEstimator</ span > </ span > < span class ="sig-paren "> (</ span > < em class ="sig-param "> < span class ="n "> < span class ="pre "> base_model</ span > </ span > < span class ="p "> < span class ="pre "> :</ span > </ span > < span class ="w "> </ span > < span class ="n "> < span class ="pre "> Any</ span > </ span > </ em > , < em class ="sig-param "> < span class ="n "> < span class ="pre "> folds</ span > </ span > < span class ="o "> < span class ="pre "> =</ span > </ span > < span class ="default_value "> < span class ="pre "> 3</ span > </ span > </ em > , < em class ="sig-param "> < span class ="n "> < span class ="pre "> is_multi_task</ span > </ span > < span class ="o "> < span class ="pre "> =</ span > </ span > < span class ="default_value "> < span class ="pre "> False</ span > </ span > </ em > < span class ="sig-paren "> )</ span > < a class ="reference internal " href ="../_modules/dte_adj.html#AdjustedDistributionEstimator "> < span class ="viewcode-link "> < span class ="pre "> [source]</ span > </ span > </ a > </ dt >
314+ < em class ="property "> < span class ="pre "> class</ span > < span class ="w "> </ span > </ em > < span class ="sig-prename descclassname "> < span class ="pre "> dte_adj.</ span > </ span > < span class ="sig-name descname "> < span class ="pre "> AdjustedDistributionEstimator</ span > </ span > < span class ="sig-paren "> (</ span > < em class ="sig-param "> < span class ="n "> < span class ="pre "> base_model</ span > </ span > < span class ="p "> < span class ="pre "> :</ span > </ span > < span class ="w "> </ span > < span class ="n "> < span class ="pre "> Any</ span > </ span > </ em > , < em class ="sig-param "> < span class ="n "> < span class ="pre "> folds</ span > </ span > < span class ="o "> < span class ="pre "> =</ span > </ span > < span class ="default_value "> < span class ="pre "> 3</ span > </ span > </ em > , < em class ="sig-param "> < span class ="n "> < span class ="pre "> is_multi_task</ span > </ span > < span class ="o "> < span class ="pre "> =</ span > </ span > < span class ="default_value "> < span class ="pre "> False</ span > </ span > </ em > < span class ="sig-paren "> )</ span > < a class ="reference internal " href ="../_modules/dte_adj/simple.html#AdjustedDistributionEstimator "> < span class ="viewcode-link "> < span class ="pre "> [source]</ span > </ span > </ a > </ dt >
315315< dd > < p > Bases: < code class ="xref py py-class docutils literal notranslate "> < span class ="pre "> AdjustedStratifiedDistributionEstimator</ span > </ code > </ p >
316316< p > A class for computing distribution treatment effects using machine learning adjustment.</ p >
317317< p > This estimator uses cross-fitting with ML models to adjust for confounding when computing
@@ -341,7 +341,7 @@ <h2>AdjustedDistributionEstimator<a class="headerlink" href="#adjusteddistributi
341341</ div >
342342< dl class ="py method ">
343343< dt class ="sig sig-object py ">
344- < span class ="sig-name descname "> < span class ="pre "> fit</ span > </ span > < span class ="sig-paren "> (</ span > < em class ="sig-param "> < span class ="n "> < span class ="pre "> covariates</ span > </ span > < span class ="p "> < span class ="pre "> :</ span > </ span > < span class ="w "> </ span > < span class ="n "> < span class ="pre "> ndarray</ span > </ span > </ em > , < em class ="sig-param "> < span class ="n "> < span class ="pre "> treatment_arms</ span > </ span > < span class ="p "> < span class ="pre "> :</ span > </ span > < span class ="w "> </ span > < span class ="n "> < span class ="pre "> ndarray</ span > </ span > </ em > , < em class ="sig-param "> < span class ="n "> < span class ="pre "> outcomes</ span > </ span > < span class ="p "> < span class ="pre "> :</ span > </ span > < span class ="w "> </ span > < span class ="n "> < span class ="pre "> ndarray</ span > </ span > </ em > < span class ="sig-paren "> )</ span > < span class ="sig-return "> < span class ="sig-return-icon "> →</ span > < span class ="sig-return-typehint "> < span class ="pre "> AdjustedDistributionEstimator</ span > </ span > </ span > < a class ="reference internal " href ="../_modules/dte_adj.html#AdjustedDistributionEstimator.fit "> < span class ="viewcode-link "> < span class ="pre "> [source]</ span > </ span > </ a > </ dt >
344+ < span class ="sig-name descname "> < span class ="pre "> fit</ span > </ span > < span class ="sig-paren "> (</ span > < em class ="sig-param "> < span class ="n "> < span class ="pre "> covariates</ span > </ span > < span class ="p "> < span class ="pre "> :</ span > </ span > < span class ="w "> </ span > < span class ="n "> < span class ="pre "> ndarray</ span > </ span > </ em > , < em class ="sig-param "> < span class ="n "> < span class ="pre "> treatment_arms</ span > </ span > < span class ="p "> < span class ="pre "> :</ span > </ span > < span class ="w "> </ span > < span class ="n "> < span class ="pre "> ndarray</ span > </ span > </ em > , < em class ="sig-param "> < span class ="n "> < span class ="pre "> outcomes</ span > </ span > < span class ="p "> < span class ="pre "> :</ span > </ span > < span class ="w "> </ span > < span class ="n "> < span class ="pre "> ndarray</ span > </ span > </ em > < span class ="sig-paren "> )</ span > < span class ="sig-return "> < span class ="sig-return-icon "> →</ span > < span class ="sig-return-typehint "> < span class ="pre "> AdjustedDistributionEstimator</ span > </ span > </ span > < a class ="reference internal " href ="../_modules/dte_adj/simple.html#AdjustedDistributionEstimator.fit "> < span class ="viewcode-link "> < span class ="pre "> [source]</ span > </ span > </ a > </ dt >
345345< dd > < p > Set parameters.</ p >
346346< dl class ="field-list simple ">
347347< dt class ="field-odd "> Parameters< span class ="colon "> :</ span > </ dt >
0 commit comments