{ "id": "1407.6275", "version": "v2", "published": "2014-07-23T15:52:12.000Z", "updated": "2014-12-23T08:47:41.000Z", "title": "Mandelbrot cascades on random weighted trees and nonlinear smoothing transforms", "authors": [ "Julien Barral", "Jacques Peyrière" ], "comment": "30 pages. This version contains a functional central limit theorem in the quadratic case", "categories": [ "math.PR" ], "abstract": "We consider complex Mandelbrot multiplicative cascades on a random weigh\\-ted tree. Under suitable assumptions, this yields a dynamics $\\T$ on laws invariant by random weighted means (the so called fixed points of smoothing transformations) and which have a finite moment of order 2. Moreover, we can exhibit two main behaviors: If the weights are conservative, i.e., sum up to~1 almost surely, we find a domain for the initial law $\\mu$ such that a non-standard (functional) central limit theorem is valid for the orbit $(\\T^n\\mu)_{n\\ge 0}$ (this completes in a non trivial way our previous result in the case of non-negative Mandelbrot cascades on a regular tree). If the weights are non conservative, we find a domain for the initial law $\\mu$ over which $(\\T^n\\mu)_{n\\ge 0}$ converges to the law of a non trivial random variable whose law turns out to be a fixed point of a quadratic smoothing transformation, which naturally extends the usual notion of (linear) smoothing transformation; moreover, this limit law can be built as the limit of a non-negative martingale. Also, the dynamics can be modified to build fixed points of higher degree smoothing transformations.", "revisions": [ { "version": "v1", "updated": "2014-07-23T15:52:12.000Z", "abstract": "We consider complex Mandelbrot multiplicative cascades on a random weigh\\-ted tree. Under suitable assumptions, this yields a dynamics $\\T$ on laws invariant by random weighted means (the so called fixed points of smoothing transformations) and which have a finite moment of order 2. Moreover, we can exhibit two main behaviors: If the weights are conservative, i.e. sum up to~1 almost surely, we find a domain for the initial law $\\mu$ such that a non-standard central limit theorem is valid for the orbit $(\\T^n\\mu)_{n\\ge 0}$ (this completes in a non trivial way our previous result in the case of non-negative Mandelbrot cascades on a regular tree). If the weights are non conservative, we find a domain for the initial law $\\mu$ over which $(\\T^n\\mu)_{n\\ge 0}$ converges to the law of a non trivial random variable whose law turns out to be a fixed point of a quadratic smoothing transformation, which naturally extends the usual notion of (linear) smoothing transformation; moreover, this limit law can be built as the limit of a non-negative martingale. Also, the dynamics can be modified to build fixed points of higher degrees smoothing transformations.", "comment": null, "journal": null, "doi": null }, { "version": "v2", "updated": "2014-12-23T08:47:41.000Z" } ], "analyses": { "keywords": [ "random weighted trees", "nonlinear smoothing transforms", "mandelbrot cascades", "smoothing transformation", "fixed point" ], "note": { "typesetting": "TeX", "pages": 30, "language": "en", "license": "arXiv", "status": "editable", "adsabs": "2014arXiv1407.6275B" } } }