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 |
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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. |
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ISSN: | 0018-9448 1557-9654 |
DOI: | 10.1109/TIT.2024.3383398 |