The high resolution vector quantization problem with Orlicz norm distortion
Probability
2010-10-21 v1
Abstract
We derive a high-resolution formula for the quantization problem under Orlicz norm distortion. In this setting, the optimal point density solves a variational problem which comprises a function characterizing the quantization complexity of the underlying Orlicz space. Moreover, asymptotically optimal codebooks induce a tight sequence of empirical measures. The set of possible accumulation points is characterized and in most cases it consists of a single element. In that case, we find convergence as in the classical setting.
Cite
@article{arxiv.1010.4248,
title = {The high resolution vector quantization problem with Orlicz norm distortion},
author = {Steffen Dereich and Christian Vormoor},
journal= {arXiv preprint arXiv:1010.4248},
year = {2010}
}
Comments
27 pages