Giter Site home page Giter Site logo

fcorowe / countdata_modelling Goto Github PK

View Code? Open in Web Editor NEW
16.0 3.0 0.0 1.25 MB

Quick Guide for Modelling Count Data in A Multilevel Framework

Home Page: https://fcorowe.github.io/countdata_modelling/

License: GNU General Public License v3.0

TeX 0.47% HTML 99.53%
poisson-regression negative-binomial-regression lme4 glmmtmb r-stats

countdata_modelling's Introduction

A Quick Guide: Modelling Count Data in R: A Multilevel Framework

Francisco Rowe [@fcorowe]1

1 Geographic Data Science Lab, University of Liverpool, Liverpool, United Kingdom

Correspondence: [email protected]

This repository contains a notebook which offers a quick practical guide, to illustrate how to estimate a count data regression model using four different variants: Poisson, Zero-inflated Poisson, Negative Binomial and Zero-inflated Negative Binomial models. It is not supposed to be a comprehensive guide but it is an starting point if you don't know what R packages and how relevant functions can be used to estimate these models.

Citation

If you use the material, code or processed data, you can give appropriate attribution by using the following citation:

@article{rowe_gds21,
  author = {Francisco Rowe},
  title = {A Quick Guide: Modelling Count Data in R: A Multilevel Framework},
  year = 2022,
  url = {fcorowe.github.io/countdata_modelling/},
  doi = {DOI 10.17605/OSF.IO/RGWH2},
}

countdata_modelling's People

Contributors

fcorowe avatar

Stargazers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar

Watchers

 avatar  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.