Vector Quantization With Error Uniformly Distributed Over an Arbitrary Set

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...

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Veröffentlicht in:IEEE transactions on information theory 2024-07, Vol.70 (7), p.5392-5407
Hauptverfasser: Ling, Chih Wei, Li, Cheuk Ting
Format: Artikel
Sprache:eng
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Zusammenfassung: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.
ISSN:0018-9448
1557-9654
DOI:10.1109/TIT.2024.3383398