Certified coordinate selection for high-dimensional Bayesian inversion with Laplace prior
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DOI: 10.1007/s11222-024-10445-1
Abstract: We consider high-dimensional Bayesian inverse problems with arbitrary likelihood and product-form Laplace prior for which we provide a certified approximation of the posterior in the Hellinger distance. The approximate posterior differs from the prior only… read more here.
Keywords: coordinate selection; certified coordinate; dimensional bayesian; high dimensional ... See more keywords
Subgroup detection in genotype data using invariant coordinate selection
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DOI: 10.1186/s12859-017-1589-9
Abstract: BackgroundThe current gold standard in dimension reduction methods for high-throughput genotype data is the Principle Component Analysis (PCA). The presence of PCA is so dominant, that other methods usually cannot be found in the analyst’s… read more here.
Keywords: coordinate selection; genotype data; genotype; pca ... See more keywords