Git Product home page Git Product logo

xomivae's Introduction

XOmiVAE

Preprint: https://arxiv.org/abs/2105.12807

This code explains the unsupervised and supervised part of the gene expression variant of OmiVAE, a model developed by Zhang et al., (2019). Paper link.

This code adjusts the Deep SHAP explainer model developed by Lundberg et al., (2017). Paper link. The adjustments enables the Deep SHAP library to explain the latent space of OmiVAE.

For example of how to implement the code, see main.py. The explainable functions are in omiShapExplainer.py.

xomivae's People

Contributors

elliewith avatar

Stargazers

 avatar

Watchers

 avatar  avatar  avatar

Forkers

zhangxiaoyu11

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.