• DocumentCode
    1114601
  • Title

    Speaking of infinity [i.i.d. strings]

  • Author

    Orlitsky, Alon ; Santhanam, Narayana P.

  • Author_Institution
    Dept. of Electr., Univ. of California, La Jolla, CA, USA
  • Volume
    50
  • Issue
    10
  • fYear
    2004
  • Firstpage
    2215
  • Lastpage
    2230
  • Abstract
    We study the redundancy of three approaches to compression of independent and identically distributed (i.i.d.) strings over large, possibly infinite, alphabets: standard compression of the string itself and compression of the string´s shape and pattern, which describe its symbols´ relative magnitude and precedence, respectively. We determine the rate at which per-symbol standard redundancy increases to infinity as the alphabet size increases, show that the maximum per-symbol shape redundancy is between 0.027 and 1, and compare these to results showing that per-symbol pattern redundancy diminishes to zero for all alphabet sizes. We relate these concepts to ordered and unordered partitions of integers and sets, and use this framework to explore relations between several combinatorial quantities, including the Bell, Fubini, and second-type Stirling numbers.
  • Keywords
    binary sequences; combinatorial mathematics; entropy codes; pattern matching; redundancy; source coding; Bell number; Fubini number; alphabet size; alphabets; combinatorial quantity; i.i.d. strings; independent-identically distributed string; integer-set partition; persymbol standard redundancy; second-type Stirling number; strings pattern; symbols relative magnitude; Compression algorithms; Data compression; Encoding; Entropy; H infinity control; Image coding; Image converters; Information theory; Shape; Speech; Integer and set partitions; large and unknown alphabets; patterns; shapes; universal compression;
  • fLanguage
    English
  • Journal_Title
    Information Theory, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9448
  • Type

    jour

  • DOI
    10.1109/TIT.2004.834734
  • Filename
    1337100