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文章基本信息

  • 标题:Computability of Probability Distributions and Distribution Functions
  • 作者:Takakazu Mori ; Yoshiki Tsujii ; Mariko Yasugi
  • 期刊名称:OASIcs : OpenAccess Series in Informatics
  • 电子版ISSN:2190-6807
  • 出版年度:2009
  • 卷号:11
  • DOI:10.4230/OASIcs.CCA.2009.2270
  • 出版社:Schloss Dagstuhl -- Leibniz-Zentrum fuer Informatik
  • 摘要:We define the computability of probability distributions on the real line as well as that of distribution functions. Mutual relationships between the computability notion of a probability distribution and that of the corresponding distribution function are discussed. It is carried out through attempts to effectivize some classical fundamental theorems concerning probability distributions. We then define the effective convergence of probability distributions as an effectivization of the classical vague convergence. For distribution functions, computability and effective convergence are naturally defined as real functions. A weaker effective convergence is also defined as an effectivization of pointwise convergence.
  • 关键词:Computable probability distribution; computable probability distribution function; effective convergence of probability distributions
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