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Computer Science > Information Theory

Title: On the quantization goodness of polar lattices

Abstract: In this work, we prove that polar lattices, when tailored for lossy compression, are quantization-good in the sense that their normalized second moments approach $\frac{1}{2\pi e}$ as the dimension of lattices increases. It has been predicted by Zamir et al. \cite{ZamirQZ96} that the Entropy Coded Dithered Quantization (ECDQ) system using quantization-good lattices can achieve the rate-distortion bound of i.i.d. Gaussian sources. In our previous work \cite{LingQZ}, we established that polar lattices are indeed capable of attaining the same objective. It is reasonable to conjecture that polar lattices also demonstrate quantization goodness in the context of lossy compression. This study confirms this hypothesis.
Comments: 12 pages, 5 figures, submitted to IEEE for possible publication
Subjects: Information Theory (cs.IT)
Cite as: arXiv:2405.04051 [cs.IT]
  (or arXiv:2405.04051v2 [cs.IT] for this version)

Submission history

From: Ling Liu [view email]
[v1] Tue, 7 May 2024 06:49:06 GMT (354kb)
[v2] Mon, 13 May 2024 18:18:41 GMT (355kb)

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