Coder Social home page Coder Social logo

Comments (2)

Philoso-Fish avatar Philoso-Fish commented on May 22, 2024

We handled imputers in our catalog and experiments for CARLA by removing these samples. Our datasets were, luckily big enough.
I think most of our recourse methods cannot handle missing data, such that imputers have to be dealt with before.

At the moment we don't have a best practice strategy to handle them, maybe I would start with techniques mentioned in https://medium.com/fintechexplained/what-are-imputers-in-data-science-b72f8308322b

from carla.

preinh avatar preinh commented on May 22, 2024

Thanks @Philoso-Fish , I actually handled them particularly at the Data object. As well exposing the 'fitted' methods for later usage, such getting counterfactuals for later inferences. It worked here but I'm still struggling to generalize it as an skeleton or something like that.

Thanks also for the reference. I'll follow it and growth a little bit, unfortunately not as much as our current real dataset / business problem. :-)

Btw, congratulations for CARLA initiative of benchmarking recourse methods.

from carla.

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.