Jekyll2022-07-13T16:06:38-07:00https://sghalebikesabi.github.io/feed.xmlSahra Ghalebikesabi2nd year PhD student in Statistical Machine LearningSahra Ghalebikesabisahra [dot] ghalebikesabi [at] univ [dot] ox [dot] ac [dot] ukShapley Values: Model-Agnostic Local Explanation Models From a Statistical Viewpoint II2021-07-08T00:00:00-07:002021-07-08T00:00:00-07:00https://sghalebikesabi.github.io/posts/2021/07/shap-model-expl<p>Without understanding the mathematical expressions of Shapley values, their attributions can be counterintuitive. This blog post focuses on explaining the mathematical expression of Shapley values. Find the whole blog post <a href="https://medium.com/@lucile.terminassian/shapley-values-model-agnostic-local-explanation-models-from-a-statistical-viewpoint-ii-4c279fb57974">here</a>.</p>Lucile Ter-Minassian, Sahra GhaebikesabiWithout understanding the mathematical expressions of Shapley values, their attributions can be counterintuitive. This blog post focuses on explaining the mathematical expression of Shapley values. Find the whole blog post here.Model-Agnostic Local Explanation Models From a Statistical Viewpoint I2021-07-01T00:00:00-07:002021-07-01T00:00:00-07:00https://sghalebikesabi.github.io/posts/2021/07/intro-model-expl<p>Without understanding the mathematical expressions of local explanation methods, their attributions can be counterintuitive. This blog post series provides an introduction to the most used local explanation methods and discusses their locality. Please find the complete blog post <a href="https://towardsdatascience.com/model-agnostic-local-explanation-models-from-a-statistical-viewpoint-i-bd04039c7040">here</a>.</p>Sahra GhaebikesabiWithout understanding the mathematical expressions of local explanation methods, their attributions can be counterintuitive. This blog post series provides an introduction to the most used local explanation methods and discusses their locality. Please find the complete blog post here.