Uncertainty Quantification in Bayesian Reduced-Rank Sparse Regressions

Reduced-rank regression recognises the possibility of a rank-deficient matrix of coefficients. We propose a novel Bayesian model for estimating the rank of the coefficient matrix, which obviates the need for post-processing steps and allows for uncertainty quantification. Our method employs a mixtur...

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Hauptverfasser: Pintado, Maria F, Iacopini, Matteo, Rossini, Luca, Shestopaloff, Alexander Y
Format: Artikel
Sprache:eng
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