CRAN/E | localModel

localModel

LIME-Based Explanations with Interpretable Inputs Based on Ceteris Paribus Profiles

Installation

About

Local explanations of machine learning models describe, how features contributed to a single prediction. This package implements an explanation method based on LIME (Local Interpretable Model-agnostic Explanations, see Tulio Ribeiro, Singh, Guestrin (2016) doi:10.1145/2939672.2939778) in which interpretable inputs are created based on local rather than global behaviour of each original feature.

github.com/ModelOriented/localModel
Bug report File report

Key Metrics

Version 0.5
R ≥ 3.5
Published 2021-09-14 947 days ago
Needs compilation? no
License GPL-2
License GPL-3
CRAN checks localModel results

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Maintainer

Maintainer

Przemyslaw Biecek

przemyslaw.biecek@gmail.com

Authors

Przemyslaw Biecek

aut / cre

Mateusz Staniak

aut

Krystian Igras

ctb

Alicja Gosiewska

ctb

Harel Lustiger

ctb

Willy Tadema

ctb

Material

README
NEWS
Reference manual
Package source

Vignettes

Explaining classification models with localModel package
Methodology behind localModel package
Introduction to localModel package

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

Old Sources

localModel archive

Depends

R ≥ 3.5

Imports

glmnet
DALEX
ggplot2
partykit
ingredients

Suggests

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Reverse Suggests

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