We present a tool for the detection of biased behaviours in AI systems. Using a specific probability-based algorithm, we provide the means to compare the action of the user’s algorithm of choice on a specific feature that they deem “sensible” with respect to fixed classes and to a known optimal behaviour.

BRIOxAlkemy: A Bias detecting tool

Fabio Aurelio D’Asaro;
2023-01-01

Abstract

We present a tool for the detection of biased behaviours in AI systems. Using a specific probability-based algorithm, we provide the means to compare the action of the user’s algorithm of choice on a specific feature that they deem “sensible” with respect to fixed classes and to a known optimal behaviour.
2023
9791221053708
Bias
Machine Learning
AI
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11562/1117370
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