Random Subspace Method for high-dimensional regression with the R package regRSM.

Pawel Teisseyre Robert A. Klopotek Jan Mielniczuk

Published in: Comput. Stat. (2016)

Keyphrases

subspace methods
high dimensional
lower dimensional
face recognition
linear discriminant analysis
similarity search
low dimensional

nearest neighbor
dimensionality reduction
ensemble methods
dimension reduction
high dimensionality
regression problems
high dimensional data

data points
principal component analysis
feature space
face databases
higher dimensional
support vector
linear subspace

data sets
high dimensional feature space
input space
benchmark datasets
machine learning algorithms
non stationary
image processing