Density estimation of high dimensional data using ICA and Bayesian networks
Abdenebi Rouigueb, Salim Chitroub, Ahmed Bouridane · Intelligent Data Analysis · 2014
This paper proposes a semi-non parametric density estimation framework for high-dimensional data. Dimensionality reduction is achieved by reorganizing the domain variables set into a junction tree of cliques each containing a small number of variable