Revealing Hidden Bias In AI With Advanced Statistical Framework
New method reveals hidden bias in AI systems using advanced statistical framework. Targeted learning measures fairness in machine learning, grading algorithms on equal treatment for all groups.
This is a Plain English Papers summary of a research paper called New Method Reveals Hidden Bias in AI Systems Using Advanced Statistical Framework. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter. Overview Research examines fairness in machine learning using targeted learning methods Develops new statistical framework for measuring algorithmic bias Focuses on nonparametric approaches to fairness metrics Proposes methods for inference on fairness measures Demonstrates application through real-world examples Plain English Explanation...