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Perfect collinearity not created equal: measuring and visualizing the severity of multi-collinearity of modern omics data

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Multi-collinearity frequently occurs in modern statistical applications and when ignored, can negatively impact model selection and statistical inference. Though perfect collinearity is always present in "n < p" data, we demonstrate that perfect collinearity... ...