Title :
Analytic variations on redundancy rates of renewal processes
Author :
Flajolet, Philippe ; Szpankowski, Wojciech
Author_Institution :
Algorithms Project, Inst. Nat. de Recherche en Inf. et Autom., Le Chesnay, France
fDate :
11/1/2002 12:00:00 AM
Abstract :
Csiszar and Shields (1996) proved that the minimax redundancy for a class of (stationary) renewal processes is Θ(√n) where n is the block length. This interesting result provides a nontrivial bound on redundancy for a nonparametric family of processes. The present paper gives a precise estimate of the redundancy rate for such (nonstationary) renewal sources, namely, 2/(log2)√((π2/6-1)n)+O(log n). This asymptotic expansion is derived by complex-analytic methods that include generating function representations, Mellin transforms, singularity analysis. and saddle-point estimates. This work places itself within the framework of analytic information theory
Keywords :
minimax techniques; redundancy; source coding; Mellin transforms; analytic information theory; analytic variations; asymptotic expansion; generating function representations; minimax redundancy; nonparametric processes; nontrivial bound; redundancy rate; redundancy rates; renewal processes; saddle-point estimates; singularity analysis; universal coding; Binary sequences; Codes; Computer science; Contracts; Decoding; Fluctuations; Information analysis; Information theory; Minimax techniques; Random variables;
Journal_Title :
Information Theory, IEEE Transactions on
DOI :
10.1109/TIT.2002.804115