Representation Debiasing of Generated Data Involving Domain Experts

Biases in Artificial Intelligence (AI) or Machine Learning (ML) systems due to skewed datasets problematise the application of prediction models in practice. Representation bias is a prevalent form of bias found in the majority of datasets. This bias arises when training data inadequately represents...

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Veröffentlicht in:	arXiv.org
Hauptverfasser:	Bhattacharya, Aditya, Stumpf, Simone, Verbert, Katrien
Format:	Paper
Sprache:	Englisch
Veröffentlicht:	Ithaca Cornell University Library, arXiv.org 17.05.2024
Schlagworte:	Algorithms Artificial intelligence Bias Data augmentation Datasets Effectiveness Knowledge representation Machine learning Prediction models Steering Subject specialists
ISSN:	2331-8422
Online-Zugang:	Volltext
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