Higher-Order Hankel Obstructions to Free Infinite Divisibility for Beta Distributions

Diwen Yu

Abstract

We study free infinite divisibility in the two-parameter family of beta distributions $\{β_{p,q}:p,q>0\}$. Conditional positive definiteness of free cumulants yields a hierarchy of necessary Hankel conditions. We factor the first nontrivial determinant and obtain the explicit necessary inequality \[ 2s^3(s+1)+pq\bigl(s^3-7s^2-16s-12\bigr)\geq0, \qquad s=p+q. \] Its strict reverse defines an open two-dimensional non-freely-infinitely-divisible region not contained in the previously known exclusions. As a boundary consequence, we complete the classification of one boundary family: $β_{1/2,q}$ is freely infinitely divisible if and only if $q\geq3/2$. The $3\times3$ determinant is also obtained explicitly in the symmetric variables $s=p+q$ and $u=pq/s^2$. Finally, exact-rational $LDL^{\mathsf T}$ certificates show that each leading Hankel test from $3\times3$ through $12\times12$ strictly enlarges the exclusion supplied by all preceding leading tests. In particular, the $4\times4$ test already detects an open set with $p+q>3$, beyond the range accessible to the $2\times2$ determinant. The results are finite-order obstructions rather than a complete classification; two limiting arguments explain why no fixed member $H_N$ of the leading Hankel hierarchy can provide a uniform obstruction up to the small-parameter boundary.

Disclosure

“are not used to decide a sign. The symbolic option independently reconstructs the displayed low-order determinant formulas. No randomized or floating-point step enters the proofs of Theorem 3.1 or Theorem 5.1. Acknowledgments Generative-AI systems were used for exploratory symbolic computation and language editing. All mathematical statements, exact computations, and references were independently checked by the author. References [1] C. Andréief. Note sur une relation entre les i”

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Structural counts

Pages 9 pdf
Theorems 3 source
Lemmas 2 source
Propositions 2 source
Corollaries 1 source
Definitions 0 source
Displayed equations 33 source
Bibliography entries 10 source
Appendix pages 0 estimated

Count notes

  • Source counts use the expanded primary TeX file beta_hankel.tex.
  • Appendix pages include the first PDF page with an explicit Appendix heading through the final page.