Summary plots for SHAP values. For each feature, one point corresponds
![](https://www.researchgate.net/publication/350400613/figure/fig2/AS:1005562271653891@1616756136706/SHAP-interaction-values-The-main-effect-of-each-feature-is-shown-in-the-diagonal-while_Q320.jpg)
![](https://deepandshallowml.files.wordpress.com/2019/11/lime_intuition_final.png)
Interpretability part 3: opening the black box with LIME and SHAP
![](https://media.springernature.com/lw685/springer-static/image/chp%3A10.1007%2F978-3-031-14463-9_2/MediaObjects/528847_1_En_2_Fig5_HTML.png)
Approximation of SHAP Values for Randomized Tree Ensembles
![](https://www.researchgate.net/publication/347532664/figure/fig1/AS:984195048431617@1611661793420/SHAP-importance-plots-for-final-model-The-top-10-features-are-displayed-in-panel-a.jpg)
SHAP importance plots for final model. The top 10 features are
![](https://i1.rgstatic.net/ii/profile.image/1026932556718089-1621851209851_Q64/Mohammad-Serajuddin-2.jpg)
PDF) Explainable machine learning can outperform Cox regression
![](https://www.medrxiv.org/content/medrxiv/early/2024/03/10/2024.03.08.24303818/F2.large.jpg)
SARS-CoV-2 Genetic Variants and Patient Factors Associated with Hospitalization Risk
![](https://h2o.ai/blog/2022/shapley-values-a-gentle-introduction/_jcr_content/root/section/par/advancedcolumncontrol/columns1/image_1.coreimg.png/1705340155626/shap-waterfall-14.png)
Shapley Values - A Gentle Introduction
![](https://i.stack.imgur.com/KXuxX.png)
SHAP feature importance plots for each class in R - Stack Overflow
![](https://www.researchgate.net/publication/350400613/figure/fig3/AS:1005562275840001@1616756137194/SHAP-feature-dependence-plots-of-the-XGB-model-showing-the-largest-interaction-effect-for_Q320.jpg)
Summary plots for SHAP values. For each feature, one point
![](https://storage.googleapis.com/kaggle-media/learn/images/tFzp6jc.png)
Advanced Uses of SHAP Values
![](https://ars.els-cdn.com/content/image/1-s2.0-S0198971522000898-gr4.jpg)
Extracting spatial effects from machine learning model using local
![](https://www.frontiersin.org/files/MyHome%20Article%20Library/1015952/1015952_Thumb_400.jpg)
Bone metastasis risk and prognosis assessment models - Frontiers
![](https://i1.rgstatic.net/ii/profile.image/816784231903233-1571747944316_Q512/Mathijs-Hendriks-2.jpg)
Mathijs HENDRIKS, medical oncologist
![](https://i1.rgstatic.net/ii/profile.image/272476043214888-1441974759666_Q64/Sabine-Siesling.jpg)
Marissa VAN MAAREN, Assistant professor / epidemiologist
![](https://miro.medium.com/v2/resize:fit:2000/1*Xas4C8Z64azusbVADtVnqQ.png)
You are underutilizing SHAP values: understanding populations and
![](https://christophm.github.io/interpretable-ml-book/images/shap-importance-extended.png)
9.6 SHAP (SHapley Additive exPlanations)