EconML

EconML copied to clipboard

How to use SinglePolicyInterpreter to score on unseen/new data in order to know how to treat?

3

@kant @Padarn @kbattocchi Hello, my understanding is that one can use SinglePolicyInterpreter to apply to new instances (unseen data) in order to decide if a treatment shall be given. Is...

titubs

PR to add simple examples to public module pages in the docs.

fverac

Use EconML for discrete treatment and diseases outcomes

2

Hi, I just start using EconML for estimation of discrete treatment and diseases outcomes by DROrthoForest. For example, I have treatment T = [0,1,0,1,1,1,0,0,1,0,...] and disease outcomes Y = [1,0,1,1,0,1,0,1,1,...]....

Leo-T-Zang

How do I get the actual treatment variables in the output instead of T0 and T1?

7

@gregorybchris @kbattocchi Hi, I have this output: However, I am not sure what the T0 and T1 map to? My two treatment features are both integers from 0-10. How do...

titubs

what will the outcome Y (continuous) in group G be if I DECREASE the treatment T (continuous) variable by x%?

4

Hi team. Thanks for this amazing framework! Going through many notebooks, and presentations, and sneaking into the issues, I couldn't find a proper "intervention estimation" workflow. My setting is as...

FrancyJGLisboa

Can Treatment(T) itself be Effect Modifier(X) in DML estimators?

2

Hi there, thanks for your great job for creating this awesome package. I've been learning sample notebooks. It seems like CausalForestDML can catch nonparametric heterogeneity perfectly when Xs are other...

OliverTseng

kbattocchi

Difference between DeepIV and OrthoIV

1

Hi, I would like to make sure that what I understood of the difference between OrthoIV and DeepIV is correct/complete. Can we say that : DeepIV makes less restrictive assumptions...

sami-ka

I am planing to estimate CATE for different segments in my dataset using random causal forest. The data on the individual level is not available but the means and variances...

nimash63

Create panel subpackage

1

This creates an econml.panel package, adds a few utilities to it, and moves DynamicDML from econml.dynamic.dml to econml.panel.dml

kbattocchi