cellMR provides robust multivariate regression for casewise and cellwise outliers, missing data, and high dimensions, with cellBoot delivering asymptotically valid robust inference via indirect bootstrap.
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Cellwise outliers can contaminate over half the cases even at low proportions, necessitating specialized robust techniques for location, covariance, regression, PCA, and tensor data that differ from casewise approaches.
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Cellwise and Casewise Robust Multivariate Regression with Inference
cellMR provides robust multivariate regression for casewise and cellwise outliers, missing data, and high dimensions, with cellBoot delivering asymptotically valid robust inference via indirect bootstrap.
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Cellwise Outliers
Cellwise outliers can contaminate over half the cases even at low proportions, necessitating specialized robust techniques for location, covariance, regression, PCA, and tensor data that differ from casewise approaches.