Giter Club home page Giter Club logo

Comments (2)

kbattocchi avatar kbattocchi commented on July 20, 2024

The point of CausalForestDML is to fit a forest on X, which isn't possible X is None. So if all you want to do is compute an ATE, then just use LinearDML with X=None instead.

On the other hand, if you use CausalForestDML to compute a conditional average treatment effect (conditional on some actual variables in X), then that class provides both an ate_ attribute which has a doubly-robust estimation of the ATE on the training data as well as ate, ate_inference, and ate_interval methods which will estimate the ATE, confidence intervals, etc. on some other population of Xs by averaging the estimated CATE over them.

from econml.

xiaogangzhu avatar xiaogangzhu commented on July 20, 2024

Thanks!

from econml.

Related Issues (20)

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.