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Diffusion MRI Metrics and their Relation to Dementia Severity …
WebDec 14, 2024 · We then propose a novel harmonization method called Correcting Covariance Batch Effects (CovBat) that removes site effects in mean, variance, and … WebWe apply CovBat and show that within-site correlation matrices are successfully harmonized. Furthermore, we find that ML methods are unable to distinguish scanner … hustler commercial mower parts
Diffusion MRI Metrics and their Relation to Dementia Severity: …
WebDec 14, 2024 · We then propose a novel harmonization method called Correcting Covariance Batch Effects (CovBat) that removes site effects in mean, variance, and covariance. We apply CovBat and show that within-site correlation matrices are successfully harmonized. Furthermore, we find that ML methods are unable to distinguish scanner … WebFC-CovBAT is an extension of COMBAT and CovBat methods (97) for structural imaging data. These methods statistically model the site/scanner differences not only in the means and variances of the multivariate correlation values, but also in the covariance structures between the multivariate correlation values from the FC data. WebCovBat (Chen and others, 2024), a recent multivariate batch-correction extending ComBat, takes the covariance of multivariate features into considera-tion for these latent batch e ects. It applies ComBat twice: rst to the original data, then to the principal components from the residual matrix. CovBat assumes the principal components from marymount student accounts