DeepComBat: A statistically motivated, hyperparameter-robust, deep learning approach to harmonization of neuroimaging data.

In these figures, ComBat, CovBat, and DeepComBat show p ‐value distributions qualitatively similar to a uniform distribution, while raw data showed p ‐value distributions with more highly significant p ‐values than expected under a uniform distribution.

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