The asymptotic behavior of fraudulent algorithms

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Authors: Michel Benaı̈m, Laurent Miclo
Cited by: 0

Abstract

Let U be a Morse function on a compact connected m-dimensional Riemannian manifold, m≥2, satisfying minU=0 and let U={x∈M:U(x)=0} be the set of global minimizers. Consider the stochastic algorithm X(β):=(X(β)(t))t≥0 taking values in M, whose generator is U△[·]−β⟨∇U,∇[·]⟩, where β∈R is a real parameter. We show that for β>m2−1, X(β)(t) converges a.s. as t→∞, toward a point p∈U and that each p∈U has a positive probability to be selected when X(β)(0)∉U. On the other hand, for β

Fields of Study & Subjects

Mathematical Dynamics and Fractals Topological and Geometric Data Analysis Markov Chains and Monte Carlo Methods

Publication details

Journal / source
The Annals of Applied Probability
Volume
36
Issue
3
Publication date
1 June 2026
Language
EN