EconML

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I would like to start off by saying good job on coming up with the Econml package. It has definitely been a useful tool to my data science toolkit. I...

kayfoh

IV Models: CATE or LATE?

1

Just wanted to clarify something - for the IV models (such as OrthoIV or ForestDRIV), is the ate() method computing the local average treatment effect for compliers (using the ITT...

evan-magnusson

Effect Interval for DR Methods Not Possible When T0 is non-zero

1

I have 10 treatment levels 0,1,2,...,9. I wanted the confidence interval for treatment effects given a X value using the effect_interval function. I ran the code effect_interval(X=X[:1],T0=1,T1=2). The above function...

holyguy737

With identical data, when I use DML with WeightedMultiTaskLassoCV as the final model, the output is fine (not necessarily accurate, I just mean they are numbers) whereas when I use...

CatMitch

Will DRPolicyForest control for confounder in Treatments that occured under different seasons?

3

@kbattocchi Hi Keith, I wanted to understand how the DRPolicyForest would behave if I had 2 treatments in which one treatment is randomized data collected during December and the other...

titubs

do you have files with real data and code this data ?

1

do you have files with real data and code this data ? i see you use synthetic data https://github.com/py-why/EconML/blob/main/notebooks/Double%20Machine%20Learning%20Examples.ipynb

Sandy4321

Policy using Treatment Classes with DynamicDML

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@kbattocchi Hi Keith! I was curious to learn if the DynamicDML class is able to use Treatment Classes (like the DRPolicyForest) instead of discrete/continous variables? I am looking to understand...

titubs

Bug with SHAP library v.0.41

1

This bug was present in some SHAP plots (such as in the bar plots): `shap.plots.bar(shap_values_game)` ``` --------------------------------------------------------------------------- UnboundLocalError Traceback (most recent call last) Cell In[47], line 1 ----> 1 shap.plots.bar(shap_values_game)...

vferraz

NumbaDeprecationWarning via shap

1

```python from econml.dr import LinearDRLearner ``` will print the long warning log given below. I am using Python 3.10.10, econml 0.14.1. Econml requires `shap >=0.38.1,

davidpomerenke

how can i save model?

2

when i train CausalForestDML, then fit data. but how save model?

zangruirui