The Power Problem for Generalized Gamma Convolutions (GGC) and Related Questions
Tord Sj\"odin

TL;DR
This paper explores the closure properties of generalized gamma convolutions (GGC), proving they are also closed under q-th powers for q>1, and applies this to sums and products of gamma variables.
Contribution
The paper establishes that GGCs are closed under q-th powers (q>1), a new property not previously known, expanding understanding of GGC operations.
Findings
GGC is closed under q-th powers for q>1.
Explicit formulas for sums of gamma variables are used.
Applications to sums and products of gamma variables and symmetrized GGCs.
Abstract
The class of generalized gamma convolutions (GGC) is closed with respect to (wrt) change of scales, weak limits and addition and multiplication of independent random variables. Our main result adds the new property that GGC is also closed wrt q-th powers, q>1. The proof uses explicit formulas for the densities of finite sums of independent gamma variables, hyperbolically completely monotone functions (HCM) and the Laplace transform. The result is applied to sums and products of independent gamma variables and to symmetric extended GGC (symEGGC).
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsRandom Matrices and Applications · Probability and Risk Models · Statistical Distribution Estimation and Applications
