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cs.CV2020
Detect and Correct Bias in Multi-Site Neuroimaging Datasets
Christian Wachinger, Anna Rieckmann, Sebastian Pölsterl
The desire to train complex machine learning algorithms and to increase the statistical power in association studies drives neuroimaging research to use ever-larger datasets. The m…
cs.CV2018
Detect, Quantify, and Incorporate Dataset Bias: A Neuroimaging Analysis on 12,207 Individuals
Christian Wachinger, Benjamin Gutierrez Becker, Anna Rieckmann
Neuroimaging datasets keep growing in size to address increasingly complex medical questions. However, even the largest datasets today alone are too small for training complex mode…