Counterfactual explanation
Web2 days ago · Winner, 2013 Canadian Political Science Association Prize in International Relations The almost universally accepted explanation for the Iraq war is very clear and … WebOct 20, 2024 · Counterfactual Explanations and Algorithmic Recourses for Machine Learning: A Review. Sahil Verma, Varich Boonsanong, Minh Hoang, Keegan E. Hines, …
Counterfactual explanation
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WebOct 27, 2024 · Counterfactual explanation Subjective study This work is supported by the National Key Research and Development Program of China under Grant No. 2024YFC3320103 and the National Natural … WebWhat is counterfactual thinking? Definition and explanation. Counterfactual reasoning means thinking about alternative possibilities for past or future events: what might happen/ have happened if…? In other words, you imagine the consequences of something that is contrary to what actually happened or will have happened ("counter to the facts").
WebContrasting the two. The two explanations are fundamentally different and complementary. Attributions quantify the importance of features for the current prediction, while counterfactual explanations show how the … WebApr 12, 2024 · Post hoc explanation methods usually do not aim to explain how an ML model functions, but they aim to explain why it made a specific prediction . During the …
WebMay 19, 2024 · Post-hoc explanations of machine learning models are crucial for people to understand and act on algorithmic predictions. An intriguing class of explanations is through counterfactuals, hypothetical examples that show people how to obtain a different prediction. We posit that effective counterfactual explanations should satisfy two properties: …
WebIn this paper, we study the problem of counterfactual explanation generation on graphs. A few studies have explored to generate counterfactual explanations on graphs, but many challenges of this problem are still not well-addressed: 1) optimizing in the discrete and disorganized space of graphs; 2) generalizing on unseen graphs; 3) maintaining ...
WebMay 3, 2024 · Counterfactual explanation is a form of interpretable machine learning that generates perturbations on a sample to achieve the desired outcome. The generated samples can act as instructions to ... emergency teeth cleaningWebJan 18, 2024 · Section 1 begins with a working definition of counterfactual conditionals , and then surveys how counterfactuals feature in theories of agency, mental representation, and rationality , and how they are used in … do you plant grass seed before fertilizingWebJan 28, 2024 · Specifically, counterfactual explanation refers to a perturbation on the original feature input that results in the machine learning model providing a different … do you plan to live here for a long timeWebJul 30, 2024 · The Diverse Counterfactual Explanation approach seeks to provide a path to balance diversity and feasibility.² Without properly accounting for sparsity and proximity as mentioned above, diversity by … do you play any sports 日本語WebSep 1, 2024 · CARLA is a python library to benchmark counterfactual explanation and recourse models. It comes out-of-the box with commonly used datasets and various machine learning models. Designed with extensibility in mind: Easily include your own counterfactual methods, new machine learning models or other datasets. Find … do you plant tree with burlap bag or notWebCounterfactual Explanation (CE) is one of the posthoc explanation methods that provides a perturbation vector so as to alter the prediction result obtained from a classifier. Users can directly interpret the perturbation as an "action" for obtaining their desired decision results.However, an action extracted by existing methods often becomes unrealistic for … do you play any sports answerWeb2 days ago · Download Citation GNNUERS: Fairness Explanation in GNNs for Recommendation via Counterfactual Reasoning In recent years, personalization research has been delving into issues of explainability ... do you plan to watch the news tonight