A Simple Derivation of a Bound on the Perceptron Margin Using Singular Value Decomposition.

Omri Barak Mattia Rigotti

Published in: Neural Comput. (2011)

Keyphrases

singular value decomposition
least squares
singular values
dimension reduction
latent semantic indexing
support vector
low rank
neural network
dimensionality reduction
upper bound
principal component analysis
data matrix
low rank approximation
data sets
structure from motion
singular vectors