Article

Fast Probabilistic Whitening Transformation for Ultra-High Dimensional Genetic Data

2025-09-04

Abstract excerpt

Statistical methods often make assumptions about independence between the samples or features of a dataset. Yet correlation structure is ubiquitous in real data, so these assumptions are often not met in practice. Whitening transformations are widely applied to remove this correlation structure. Existing approaches to whitening are based on standard linear algebra, rather than a probabilistic model, and applicatio...

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Literature Corpus work: 1a829f13-bc16-525b-8f37-8c606af9836e
DOI: 10.1101/2025.09.01.673591

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