Giter Club home page Giter Club logo

delivr's Introduction

DeLIVR Estimator

The DeLIVR Estimator is a Python-based tool that leverages deep learning for instrumental variable regression. This project aims to the performance of DeLiVR and provide an easy-to-use interface for academic researchers.

Installation

  1. Navigate to Stage1_DeLiVR.ipynb and Stage2_DeLiVR.ipynb on GitHub.
  2. Click on the Open in Colab button.
  3. Download the data files from the data folder.
  4. Upload these files to Google Drive for use in Colab notebooks. alt text

Usage

Step 1: Data Generation and Fit Stage1 model

  • Open Stage1_DeLiVR.ipynb and execute all cells to simulate data, where "3" in filenames like s1_Z_3.csv denotes a cubic relationship.
  • Save the generated data (s1_Z_3.csv, s2_Z_3.csv, etc.) to your Google Drive for analysis.
  • alt text

Step 2: Stage2 Model Training and Evaluation

  • Proceed with Stage2_DeLiVR.ipynb, using s2_X_hat_3.csv and Y_3.csv from Stage 1. alt text

Features

  • Handles various types of relationships (linear, quadratic, cubic)

Contributing

Contributions are welcome! Please fork the repository and submit a pull request with your changes.

delivr's People

Contributors

x-xin6 avatar

Watchers

 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.