Coder Social home page Coder Social logo

Comments (2)

ablaom avatar ablaom commented on August 25, 2024

Support non one-hot encoded categorical features: features carrying item info as an Int (1 to N levels).

Maybe better to support categorical arrays to deal with classes that disappear on sub-sampling. Or require total number of classes to be specified as metadata.

You should also make a clear distinction between ordered factors and arbitrary categoricals, which are handled differently in tree-based algorithms. Support for the former is easy - you probably already have the potential to do this by just requiring users to encode with "integer floats", yes? By the way, DecisionTree, although not supporting arbitrary categoricals does support any type implementing order < , and I assume you could do the same?

Consider change from Matrix to DataFrames input structure to handle mixed feature.

Perhaps you may as well support arbitrary tabular formats supporting Tables.jl interface?

from evotrees.jl.

jeremiedb avatar jeremiedb commented on August 25, 2024

Implemented in v0.15

from evotrees.jl.

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.