Giter Club home page Giter Club logo

ididemo's Introduction

Discrimination slope (DS), Integrated discrimination improvement (IDI) demo

Graphical representation of how the discrimination slope for a time t is calculated using survival data. The discrimination slope (DS) is probably more well known as one half of the integrated discrimination improvement (IDI). Specifically, IDI is the improvement in DS between two survival models (typically model A uses a baseline set of predictors and model B adds a predictor of interest).

There is an interactive element: click on the desired time t on the scatterplot, which will trigger the animation for calculating DS at t. Click again to reset.

Note that this shows an inefficient estimation method, as censoring is ignored. It's useful mainly as an intuitive visual teaching tool. Uno et al. (2012) developed an estimator that incorporates censoring and assumes the Cox model. They also have an accompanying R package.

Some things yet to do:

  • Still need to convert from native predictor scale to predicted probability scale
  • Need to insert explanatory text and tooltips

Please feel free to suggest comments and/or submit pull requests! Built using D3.js.

ididemo's People

Contributors

liangcj avatar

Watchers

James Cloos avatar  avatar

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    ๐Ÿ–– 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. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

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 โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.