diff --git a/DESCRIPTION b/DESCRIPTION index 8d0c3a9..56e48f7 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,6 +1,6 @@ Package: localModel Title: LIME-based Explanations With Interpretable Inputs Based on Ceteris Paribus Profiles -Version: 0.3.3 +Version: 0.3.4 Authors@R: c( person("Mateusz", "Staniak", email = "m.staniak@mini.pw.edu.pl", role = c("aut", "cre")), diff --git a/NEWS.md b/NEWS.md index c2cc443..8c467a9 100644 --- a/NEWS.md +++ b/NEWS.md @@ -1,3 +1,8 @@ +# localModel 0.3.4 + +* Fixed a bug related to interpretable numerical inputs (missing as.numeric) +* Added tests for 100% coverage. + # localModel 0.3.3 * Set.seed before fitting cv.glmnet. diff --git a/README.md b/README.md index e2a0d68..d2d6ce5 100644 --- a/README.md +++ b/README.md @@ -1,10 +1,9 @@ -# localModel +# localModel: Local Explanations of Machine Learning Models for Tabular Data. [![CRAN_Status_Badge](http://www.r-pkg.org/badges/version/localModel)](https://cran.r-project.org/package=localModel) [![Travis-CI Build Status](https://travis-ci.org/ModelOriented/localModel.svg?branch=master)](https://travis-ci.org/ModelOriented/localModel) [![Coverage Status](https://img.shields.io/codecov/c/github/ModelOriented/localModel/master.svg)](https://codecov.io/github/ModelOriented/localModel?branch=master) -Local explanations of Machine Learning models for tabular data. `localModel` is a successor to [`live`](https://github.com/MI2DataLab/live) package. It implements a variant of LIME method for explaining single predictions of black box machine learning models for tabular data. Interpretable features are created based on [Ceteris Paribus](https://github.com/ModelOriented/ceterisParibus2) plots. diff --git a/docs/articles/classification_example_files/figure-html/explanation-1.png b/docs/articles/classification_example_files/figure-html/explanation-1.png index 89ffdb8..b278842 100644 Binary files a/docs/articles/classification_example_files/figure-html/explanation-1.png and b/docs/articles/classification_example_files/figure-html/explanation-1.png differ diff --git a/docs/articles/classification_example_files/figure-html/explanation-2.png b/docs/articles/classification_example_files/figure-html/explanation-2.png index 35de973..26c4388 100644 Binary files a/docs/articles/classification_example_files/figure-html/explanation-2.png and b/docs/articles/classification_example_files/figure-html/explanation-2.png differ diff --git a/docs/articles/regression_example_files/figure-html/plot-1.png b/docs/articles/regression_example_files/figure-html/plot-1.png index 7ae0dcb..387f534 100644 Binary files a/docs/articles/regression_example_files/figure-html/plot-1.png and b/docs/articles/regression_example_files/figure-html/plot-1.png differ diff --git a/docs/index.html b/docs/index.html index 8dbed8b..1cd7c05 100644 --- a/docs/index.html +++ b/docs/index.html @@ -79,11 +79,10 @@
Local explanations of Machine Learning models for tabular data.
localModel
is a successor to live
package. It implements a variant of LIME method for explaining single predictions of black box machine learning models for tabular data. Interpretable features are created based on Ceteris Paribus plots.
To get started, install the newest version from GitHub.
devtools::install_github("ModelOriented/localModel")
diff --git a/docs/news/index.html b/docs/news/index.html
index 427c9f8..e4315a7 100644
--- a/docs/news/index.html
+++ b/docs/news/index.html
@@ -107,6 +107,14 @@