Elo rating system for Machine Learning models

Overview

The EloML package provides Elo rating system for machine learning models. Elo Predictive Power (EPP) score helps to assess model performance based Elo ranking system.

Find more in the EPP: interpretable score of model predictive power arxiv paper.

Installation

Installation time should not exceed 1 minute.

# Install the the development version from GitHub:
# install.packages("devtools")
devtools::install_github("ModelOriented/EloML")

Usage

The following example takes less than 20 seconds to complete.

library(EloML)
data(auc_scores)
calculate_elo(auc_scores)