{ "id": "2303.06489", "version": "v2", "published": "2023-03-11T19:58:35.000Z", "updated": "2023-05-03T18:02:08.000Z", "title": "Weighted Sums and Berry-Esseen type estimates in Free Probability Theory", "authors": [ "Leonie Neufeld" ], "comment": "55 pages; in v2: Theorem 1.8 added", "categories": [ "math.PR", "math.OA" ], "abstract": "We study weighted sums of free identically distributed random variables with weights chosen randomly from the unit sphere and show that the Kolmogorov distance between the distribution of such a weighted sum and Wigner's semicircle law is of order $(\\log n)^{\\frac{1}{2}}n^{-\\frac{1}{2}}$ with high probability. In the special case of bounded random variables the rate can be improved to $n^{-\\frac{1}{2}}$. Replacing the Kolmogorov distance by a weaker pseudometric, we obtain a rate of convergence of order $(\\log n)n^{-1}$. Our results can be seen as a free analogue of the Klartag-Sodin result in classical probability theory. Moreover, we show that our ideas generalise to the setting of sums of free non-identically distributed bounded random variables providing a new rate of convergence in the free central limit theorem.", "revisions": [ { "version": "v2", "updated": "2023-05-03T18:02:08.000Z" } ], "analyses": { "subjects": [ "46L54", "60E05" ], "keywords": [ "berry-esseen type estimates", "free probability theory", "weighted sum", "identically distributed random variables", "distributed bounded random variables" ], "note": { "typesetting": "TeX", "pages": 55, "language": "en", "license": "arXiv", "status": "editable" } } }