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Conditioned Galton–Watson Trees: The Shape Functional, and More on the Sum of Powers of Subtree Sizes and Its Mean

  • James Allen Fill,
  • Svante Janson,
  • Stephan Wagner

摘要

For a complex number \(\alpha \) α , we consider the sum of the \(\alpha \) α th powers of subtree sizes in Galton–Watson trees conditioned to be of size n. Limiting distributions of this functional \(X_n(\alpha )\) X n ( α ) have been determined for \({\text {Re}}\alpha \ne 0\) Re α 0 , revealing a transition between a complex normal limiting distribution for \({\text {Re}}\alpha < 0\) Re α < 0 and a non-normal limiting distribution for \({\text {Re}}\alpha > 0\) Re α > 0 . In this paper, we complete the picture by proving a normal limiting distribution, along with moment convergence, in the missing case \({\text {Re}}\alpha = 0\) Re α = 0 . The same results are also established in the case of the so-called shape functional \(X_n'(0)\) X n ( 0 ) , which is the sum of the logarithms of all subtree sizes; these results were obtained earlier in special cases. In addition, we prove convergence of all moments in the case \({\text {Re}}\alpha < 0\) Re α < 0 , where this result was previously missing, and establish new results about the asymptotic mean for real \(\alpha < 1/2\) α < 1 / 2 .

A novel feature for \({\text {Re}}\alpha =0\) Re α = 0 is that we find joint convergence for several \(\alpha \) α to independent limits, in contrast to the cases \({\text {Re}}\alpha \ne 0\) Re α 0 , where the limit is known to be a continuous function of \(\alpha \) α . Another difference from the case \({\text {Re}}\alpha \ne 0\) Re α 0 is that there is a logarithmic factor in the asymptotic variance when \({\text {Re}}\alpha =0\) Re α = 0 ; this holds also for the shape functional.

The proofs are largely based on singularity analysis of generating functions.