Projection under pairwise distance control
Résumé
Visualization of high-dimensional and possibly complex (non continuous for instance) data onto a low-dimensional space may be difficult. Several
projection methods have been already proposed for displaying such high-dimensional structures on a lower-dimensional space, but information
lost on initial data is not always easy to use. A new projection paradigm is presented to describe a non-linear projection method that takes into
account the projection quality of each projected point in the reduced space, this quality being directly available in the same scale as this reduced
space. More specifically, this novel method allows a straightforward visualization data in R^2 with a simple reading of the approximation quality,
and provides then a novel variant of dimensionality reduction.
Domaines
Méthodologie [stat.ME]
Origine : Fichiers produits par l'(les) auteur(s)