CRAN/E | drifter

drifter

Concept Drift and Concept Shift Detection for Predictive Models

Installation

About

Concept drift refers to the change in the data distribution or in the relationships between variables over time. 'drifter' calculates distances between variable distributions or variable relations and identifies both types of drift. Key functions are: calculate_covariate_drift() checks distance between corresponding variables in two datasets, calculate_residuals_drift() checks distance between residual distributions for two models, calculate_model_drift() checks distance between partial dependency profiles for two models, check_drift() executes all checks against drift. 'drifter' is a part of the 'DrWhy.AI' universe (Biecek 2018) .

ModelOriented.github.io/drifter/
Bug report File report

Key Metrics

Version 0.2.1
R ≥ 3.1
Published 2019-05-31 1791 days ago
Needs compilation? no
License GPL-2
License GPL-3
CRAN checks drifter results

Downloads

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Maintainer

Maintainer

Przemyslaw Biecek

przemyslaw.biecek@gmail.com

Authors

Przemyslaw Biecek

aut / cre

Material

NEWS
Reference manual
Package source

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Depends

R ≥ 3.1

Imports

DALEX
dplyr
tidyr
ingredients

Suggests

testthat
ranger

Reverse Imports

modelDown