A Short Note on a Multi-Gaussian Model for Multivariate Estimation and Simulation
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Authors
Riquelme, Alvaro I.
Ortiz, Julian M.
Date
2020
Type
preprint
Language
en
Keyword
Alternative Title
Abstract
We show that multivariate non-linear features can be reconstructed in a simple and straightforward way by mapping the original p-variate cumulative distribution function with a p-variate Gaussian distribution, equipped with a proper prior covariance matrix. We present theoretical development that allows a proper fitting of such covariance matrix, allowing to continue with the decorrelation of variables by the use principal components analysis.
Description
Citation
Riquelme, A., Ortiz JM (2020) A Short Note on a Multi-Gaussian Model for Multivariate Estimation and Simulation, paper 2020-03. Preprint.
Publisher
Queen's University