T. Linder et al., FIXED-RATE UNIVERSAL LOSSY SOURCE-CODING AND RATES OF CONVERGENCE FORMEMORYLESS SOURCES, IEEE transactions on information theory, 41(3), 1995, pp. 665-676
Citations number
26
Categorie Soggetti
Information Science & Library Science","Engineering, Eletrical & Electronic
A fixed-rate universal lossy coding scheme is introduced for independe
nt and identically distributed (i.i.d.) sources, It is shown for finit
e alphabet sources and arbitrary single letter distortion measures tha
t as the sample size n grows the expected distortion obtained using th
is universal scheme converges to Shannon's distortion rate function D(
R) at a rate O (log n/n). The scheme can be extended to universal quan
tization of real i.i.d sources subject to a squared error criterion, I
t is shown in this case that the per-letter distortion converges to D(
R) at a rate O(root log n/n) both in expectation and almost surely for
any real-valued bounded i.i.d. source.