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Limit Distributions and Random Trees Derived from the Birthday Problem with Unequal Probabilities
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Michael Camarri, University of California, Berkeley Jim Pitman, University of California, Berkeley |
Abstract
Given an arbitrary distribution on a countable set, consider the number of
independent samples required until the first repeated value is seen.
Exact and asymptotic formulae are derived for the distribution of this time
and of the times until subsequent repeats. Asymptotic properties of the repeat
times are derived by embedding in a Poisson process. In particular, necessary
and sufficient conditions for convergence are given and the possible limits
explicitly described. Under the same conditions the finite dimensional
distributions of the repeat times converge to the arrival times of suitably
modified Poisson processes, and random trees derived from the sequence of
independent trials converge in distribution to an inhomogeneous continuum
random tree.
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Full text: PDF
Pages: 1-18
Published on: November 16, 1999
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Electronic Journal of Probability. ISSN: 1083-6489 |
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