Documentation for CRRao.

CRRao

CRRao is a package that implements statistical models. The implementation of statistical models becomes straightforward for most Julia users with the help of this package. This is going to be a wrapper package; leveraging the strength of wonderful Julia packages that already exist, such as StatsBase.jl, StatsModels.jl, Distributions.jl, GLM.jl, Turing.jl, Dataframes.jl, LinearAlgebra.jl etc.

CRRao is a consistent framework through which callers interact with a large suite of models. For the end-user, it reduces the cost and complexity of estimating/training statistical models. It offers convenient guidelines through which development of additional statistical models can take place in the future.

We follow a framework which makes contribution to this package easy.

Manual

• Package Guide
• • Installation
  • Tutorial: Frequentist Linear Regression
  • Tutorial: Bayesian Logistic Regression

API Reference

• General Interface
• • Understanding the interface
  • Model Classes and Data Models
  • Link functions.
  • Prior Distributions
  • Setting Random Number Generators
• Frequentist Regression Models
• • Linear Regression
  • Logistic Regression
  • Negative Binomial Regression
  • Poisson Regression
  • Extended functions from StatsAPI.jl
• Bayesian Regression Models
• • Linear Regression
  • Logistic Regression
  • Negative Binomial Regression
  • Poisson Regression