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Employing Hybrid AI Systems to Trace and Document Bias in ML Pipelines [Draft]

A hybrid AI system capable of identifying bias patterns in datasets used by predictive AI models. The proposed system captures knowledge about dataset characteristics and represents it as factual statements in a knowledge graph.

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Additional Info

Field	Value
Created	July 16, 2024
Last update	July 16, 2024
License	cc-by: Creative Commons Attribution
Source	https://github.com/SDM-TIB/DocBiasKG/tree/main/DocBias_over_InterpretME
Defined In	https://doi.org/10.1109/access.2024.3427388
Link to ORKG	https://www.orkg.org/orkg/paper/R705632
Author	Mayra Russo
More Authors	Yashrajsinh Chudasama
Author Email	Mayra Russo
Maintainer	Yashrajsinh Chudasama
Maintainer Email	Yashrajsinh Chudasama
Language	English