DALEX swMATH ID: 26094 Software Authors: Biecek, Przemyslaw Description: R package DALEX: Descriptive mAchine Learning EXplanations. Machine Learning (ML) models are widely used and have various applications in classification or regression. Models created with boosting, bagging, stacking or similar techniques are often used due to their high performance, but such black-box models usually lack of interpretability. DALEX package contains various explainers that help to understand the link between input variables and model output. The single_variable() explainer extracts conditional response of a model as a function of a single selected variable. It is a wrapper over packages ’pdp’ and ’ALEPlot’. The single_prediction() explainer attributes parts of a model prediction to particular variables used in the model. It is a wrapper over ’breakDown’ package. The variable_dropout() explainer calculates variable importance scores based on variable shuffling. All these explainers can be plotted with generic plot() function and compared across different models. Homepage: https://cran.r-project.org/web/packages/DALEX/index.html Source Code: https://github.com/cran/DALEX Dependencies: R Related Software: R; pdp; iml; H2O; modelStudio; ggplot2; XGBoost; ranger; lime; TensorFlow; shap; randomForestExplainer; mlr3; caret; mlr; Scikit; InterpretML; AI Explainability 360; CRAN; ALEPlot Cited in: 8 Documents all top 5 Cited by 23 Authors 1 Akalin, Altuna 1 Baniecki, Hubert 1 Biecek, Przemysław 1 Boehmke, Brad 1 Brenning, Alexander 1 D’Amato, Valeria 1 Dao, Duy-Phuong 1 D’Ecclesia, Rita Laura 1 Delicado, Pedro F. 1 Franke, Verdan 1 Greenwell, Brandon M. 1 Ho, Ngoc-Huynh 1 Kim, Jahae 1 Kretowicz, Wojciech 1 Levantesi, Susanna 1 Pant, Sudarshan 1 Park, Hyuk-Ro 1 Piątyszek, Piotr 1 Ronen, Jonathan 1 Teisseyre, Paweł 1 Uyar, Bora 1 Wiśniewski, Jakub 1 Yang, Hyung Jeong all top 5 Cited in 7 Serials 1 Neural Networks 1 Machine Learning 1 Test 1 International Journal of Applied Mathematics and Computer Science 1 Applied Stochastic Models in Business and Industry 1 Journal of Machine Learning Research (JMLR) 1 Chapman & Hall/CRC Computational Biology Series Cited in 3 Fields 7 Statistics (62-XX) 6 Computer science (68-XX) 2 Biology and other natural sciences (92-XX) Citations by Year