User validation on Flight Delay Prediction
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https://zenodo.org/record/7387269
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资源简介：
A Flight Delay Prediction tool has been developed using the Artificial intelligence method. EUROCONTROL provided the dataset as the External Advisory Board (EAB) and suggested addressing the issue of explanation for delay propagation. Three different methods of adding explanations are considered. The methods are Local Interpretable Model-Agnostic Explanations (LIME), Shapley Additive Explanations (SHAP), and user-centric XAI using DALEX.
The objective of the validation exercise is to assess:
How XAI helps users to understand the results and the behaviour of the AI system?
How XAI helps users to trust the results of the AI system?
How XAI helps human performance ?
In the exercise, you will assess the explanations given by the three ML methods (LIME, SHAP and DALEX) and rate the explanation by answering a number of questions about each method.
创建时间：
2022-12-02
