Post-hoc vs ante-hoc explanations: xAI design guidelines for data scientists

The growing field of explainable Artificial Intelligence (xAI) has given rise to a multitude of techniques and methodologies, yet this expansion has created a growing gap between existing xAI approaches and their practical application. This poses a considerable obstacle for data scientists striving to identify the optimal xAI technique for their needs. To address this problem, our study presents a customized decision support framework to aid data scientists in choosing a suitable xAI approach fo

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ethics.ai (6 May 2024), “Post-hoc vs ante-hoc explanations: xAI design guidelines for data scientists,” evidence record 9637, https://ethics.ai/record/9637 (originally published by OpenAlex).

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