Vector Quantization with Error Uniformly Distributed over an Arbitrary Set
Abstract
For uniform scalar quantization, the error distribution is approximately a uniform distribution over an interval (which is also a 1-dimensional ball). Nevertheless, for lattice vector quantization, the error distribution is uniform not over a ball, but over the basic cell of the quantization lattice. In this paper, we construct vector quantizers with periodic properties, where the error is uniformly distributed over the n-ball, or any other prescribed set. We then prove upper and lower bounds on the entropy of the quantized signals. We also discuss how our construction can be applied to give a randomized quantization scheme with a nonuniform error distribution.
Cite
@article{arxiv.2305.06788,
title = {Vector Quantization with Error Uniformly Distributed over an Arbitrary Set},
author = {Chih Wei Ling and Cheuk Ting Li},
journal= {arXiv preprint arXiv:2305.06788},
year = {2024}
}
Comments
22 pages, 3 figures. Short version presented at 2023 IEEE International Symposium on Information Theory