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Individual Conditional Expectation (ICE) plots display one line per instance that shows how the instance’s prediction changes when a feature changes. An ICE plot (Goldstein et al. 2015) visualizes the dependence of the prediction on a feature for each instance separately, resulting in one line per instance of a dataset. The values for a line ...

在本文中，我将介绍两个可以帮助了解模型的决策过程的模型 LIME 和 SHAP。 我们将使用来自 Kaggle 的糖尿病数据集。 主要关注点是可解释性，因此我们不会花太多时间尝试拥有花哨的模型。 stratify =y, . random_state = 13) . 它是 SHapley Additive exPlanations的缩写。 该方法旨在通过计算每个特征对预测的贡献来解释实例/观察的预测。 a single row, to have more data for plot. SHAP有许多用于模型解释的可视化图表，但我们将着重介绍其中的几个。 特征重要性的汇总 …

2021年12月20日 · 最新的一期《Science》机器人杂志刊登了关于XAI—Explainable artificial intelligence专刊，涵盖可解释人工智能的简述论文，论述了XAI对于改善用户理解、信任与管理AI系统的重要性。并包括5篇专刊论文，值得一看。

Explaining Prototypes for Interpretable Image Recognition. The elephant in the interpretability room: Why use attention as explanation when we have saliency methods? Why model why? Assessing the strengths and limitations of LIME. Evaluating Explanations: How much do explanations from the teacher aid students? On Relating ‘Why?’ and ‘Why Not?’.

XAI ICE图是解释性人工智能（XAI）中的一种工具，用于可视化和理解机器学习模型的预测结果。ICE图代表个体条件期望图（Individual Conditional Expectation Plot），通过展示每个样本实例的特征值与预测结果之间的关系，帮助解释模型的预测过程[[1](http://www.mysec

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2021年12月27日 · In this post, I will discuss what an Individual Conditional Expectation (ICE) Curve is, what the advantages and disadvantages are, and how to interpret and use it for model interpretability. In my previous post, I explained that Partial Dependence (PD) is a global and model-agnostic XAI method. To recap and quote directly from my previous post:

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