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

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.

Data and Resources

Cite this as

Mayra Russo, Yashrajsinh Chudasama, Disha Purohit, Sammy Sawischa, Maria-Esther Vidal (2024). Dataset: Employing Hybrid AI Systems to Trace and Document Bias in ML Pipelines. https://doi.org/10.57702/giax2cyj

DOI retrieved: July 16, 2024

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
Disha Purohit
Sammy Sawischa
Maria-Esther Vidal
Author Email Mayra Russo
Maintainer Yashrajsinh Chudasama
Maintainer Email Yashrajsinh Chudasama
Language English