• DocumentCode
    640140
  • Title

    Second order asymptotics for random number generation

  • Author

    Kumagai, Wataru ; Hayashi, Mariko

  • Author_Institution
    Grad. Sch. of Inf. Sci., Tohoku Univ., Sendai, Japan
  • fYear
    2013
  • fDate
    7-12 July 2013
  • Firstpage
    1506
  • Lastpage
    1510
  • Abstract
    We treat a random number generation from an i.i.d. probability distribution of P to that of Q. When Q or P is a uniform distribution, the problems have been well-known as the uniform random number generation and the resolvability problem respectively, and analyzed not only in the context of the first order asymptotic theory but also that in the second asymptotic theory. On the other hand, when both P and Q are not a uniform distribution, the second order asymptotics has not been treated. In this paper, we focus on the second order asymptotics of random number generation for arbitrary probability distributions P and Q on a finite set. In particular, we derive the optimal second order generation rate under an arbitrary permissible confidence coefficient.
  • Keywords
    approximation theory; random number generation; statistical distributions; arbitrary probability distributions; first order asymptotic theory; optimal second order generation rate; random number generation; resolvability problem; second asymptotic theory; second order asymptotics; uniform distribution; Decision support systems; Information theory;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Theory Proceedings (ISIT), 2013 IEEE International Symposium on
  • Conference_Location
    Istanbul
  • ISSN
    2157-8095
  • Type

    conf

  • DOI
    10.1109/ISIT.2013.6620478
  • Filename
    6620478