Title :
A Zador-like formula for quantizers based on periodic tilings
Author :
Sloane, Neil J A ; Vaishampayan, Vinay A.
Author_Institution :
Inf. Sci. Res. Center, AT&T Shannon Labs., Florham Park, NJ, USA
fDate :
12/1/2002 12:00:00 AM
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.
Keywords :
entropy; rate distortion theory; vector quantisation; A15 structure; Voronoi cells; Zador´s asymptotic formula; Zador-like formula; body-centered cubic lattice; covering radius; differential entropy; distortion-rate function; n-dimensional space; periodic tilings; quantizers; second moments; variable-rate 3D quantizer; variable-rate three-dimensional quantizer; variable-rate vector quantizer; volumes; Entropy; Geometry; Lattices; Source coding; Writing;
Journal_Title :
Information Theory, IEEE Transactions on
DOI :
10.1109/TIT.2002.805086