• DocumentCode
    3427926
  • Title

    New tricks for old dogs: Large alphabet probability estimation

  • Author

    Santhanam, N.P. ; Orlitsky, A. ; Viswanathan, K.

  • Author_Institution
    UC Berkeley, Berkeley
  • fYear
    2007
  • fDate
    2-6 Sept. 2007
  • Firstpage
    638
  • Lastpage
    643
  • Abstract
    We develop on prior results on probability estimation obtained in [1]. We specialize the results to uniform distributions in order to obtain sampling rules for support size estimation. We consider text classification, and show that the estimators developed for probability estimation can improve current state of the art techniques.
  • Keywords
    estimation theory; statistical distributions; alphabet probability estimation; support size estimation; text classification; Availability; Databases; Distributed computing; Dogs; Internet; Lakes; Maximum likelihood estimation; Sampling methods; State estimation; Text categorization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Theory Workshop, 2007. ITW '07. IEEE
  • Conference_Location
    Tahoe City, CA
  • Print_ISBN
    1-4244-1564-0
  • Electronic_ISBN
    1-4244-1564-0
  • Type

    conf

  • DOI
    10.1109/ITW.2007.4313149
  • Filename
    4313149