explainability

A Historical Perspective of Biomedical Explainable AI Research
The black-box nature of most artificial intelligence (AI) models encourages the development of explainability methods to engender trust …
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Artificial Intelligence - Life Cycle Processes and Quality Requirements - Part 3: Explainability
Models developed using machine learning are increasingly prevalent in scientific research. At the same time, these models are …
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Inductive Risk, Understanding, and Opaque Machine Learning Models
Under what conditions does machine learning (ML) model opacity inhibit the possibility of explaining and understanding phenomena? In …
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Scientific Exploration and Explainable Artificial Intelligence
Models developed using machine learning are increasingly prevalent in scientific research. At the same time, these models are …
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Solving the Black Box Problem: A Normative Framework for Explainable Artificial Intelligence
Many of the computing systems programmed using Machine Learning are opaque: it is difficult to know why they do what they do or how …
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