A Zador-like formula for quantizers based on periodic tilings

  • Authors:
  • N. J.A. Sloane;V. A. Vaishampayan

  • Affiliations:
  • Inf. Sci. Res. Center, AT&T Shannon Labs., Florham Park, NJ;-

  • Venue:
  • IEEE Transactions on Information Theory
  • Year:
  • 2006

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Abstract

We consider Zador's (1963, 1966, 1982) asymptotic formula for the distortion-rate function for a variable-rate vector quantizer in the high-rate case. This formula involves the differential entropy of the source, the rate of the quantizer in bits per sample, and a coefficient G which depends on the geometry of the quantizer but is independent of the source. We give an explicit formula for G in the case when the quantizing regions form a periodic tiling of n-dimensional space, in terms of the volumes and second moments of the Voronoi cells. As an application we show, extending earlier work of Kashyap and Neuhoff (see ibid, vol.47, p.2538-2383, 2001) that even a variable-rate three-dimensional quantizer based on the "A15" structure is still inferior to a quantizer based on the body-centered cubic lattice. We also determine the smallest covering radius of such a structure.