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We investigate the thermodynamic properties of a Restricted Boltzmann Machine (RBM), a simple energy-based generative model used in the context of unsupervised learning. Assuming the information content of this model to be mainly reflected…

无序系统与神经网络 · 物理学 2018-08-20 Aurélien Decelle , Giancarlo Fissore , Cyril Furtlehner

We consider the family of one-dimensional maps arising from the contracting Lorenz attractors studied by Rovella. Benedicks-Carleson techniques were used by Rovella to prove that there is a one-parameter family of maps whose derivatives…

动力系统 · 数学 2015-06-05 Jose F. Alves , Mohammad Soufi

We compute accurately the golden critical invariant circles of several area-preserving twist maps of the cylinder. We define some functions related to the invariant circle and to the dynamics of the map restricted to the circle (for…

混沌动力学 · 物理学 2007-05-23 Arturo Olvera , Nikola P. Petrov

We consider regularity for solutions of a class of de Rham's functional equations. Under some smoothness conditions of functions consisting the equation, we improve some results in Hata (Japan J. Appl. Math. 1985). Our results are…

经典分析与常微分方程 · 数学 2016-11-29 Kazuki Okamura

We study thermodynamic formalism for the family of robustly transitive diffeomorphisms introduced by Ma\~n\'e, establishing existence and uniqueness of equilibrium states for natural classes of potential functions. In particular, we…

动力系统 · 数学 2017-10-25 V. Climenhaga , T. Fisher , D. J. Thompson

Let $(X,{\mathcal A},\mu)$ be a probability space and let $S\colon X\to X$ be a measurable transformation. Motivated by the paper of K. Nikodem [Czechoslovak Math. J. 41(116) (4) (1991) 565--569], we concentrate on a functional equation…

经典分析与常微分方程 · 数学 2018-10-11 Janusz Morawiec , Thomas Zürcher

We present a geometric interpretation of a product form stationary distribution for a $d$-dimensional semimartingale reflecting Brownian motion (SRBM) that lives in the nonnegative orthant. The $d$-dimensional SRBM data can be equivalently…

概率论 · 数学 2015-02-03 J. G. Dai , Masakiyo Miyazawa , Jian Wu

Consider a BV function on a Riemannian manifold. What is its differential? And what about the Hessian of a convex function? These questions have clear answers in terms of (co)vector/matrix valued measures if the manifold is the Euclidean…

泛函分析 · 数学 2022-07-01 Camillo Brena , Nicola Gigli

We study continuous-time Markov chains on the non-negative integers under mild regularity conditions (in particular, the set of jump vectors is finite and both forward and backward jumps are possible). Based on the so-called flux balance…

概率论 · 数学 2024-11-26 Mads Chr Hansen , Carsten Wiuf , Chuang Xu

A function f:R -> R is approximately continuous iff it is continuous in the density topology, i.e., for any ordinary open set U the set E=f^{-1}(U) is measurable and has Lebesgue density one at each of its points. Denjoy proved that…

逻辑 · 数学 2016-09-06 M. Laczkovich , Arnold W. Miller

By using the variational approach, we prove the existence of Sinai-Ruelle-Bowen measures for partially hyperbolic $\mathcal C^1$ diffeomorphisms with mostly expanding properties. The same conclusion holds true if one considers a dominated…

动力系统 · 数学 2024-03-12 David Burguet , Dawei Yang

Measures generated by Iterated Function Systems composed of uncountably many one--dimensional affine maps are studied. We present numerical techniques as well as rigorous results that establish whether these measures are absolutely or…

动力系统 · 数学 2011-06-23 Giorgio Mantica

We give geometric conditions that are necessary and sufficient for the existence of Sinai-Ruelle-Bowen (SRB) measures for $C^{1+\alpha}$ surface diffeomorphisms, thus proving a version of the Viana conjecture. As part of our argument we…

动力系统 · 数学 2021-09-20 Vaughn Climenhaga , Stefano Luzzatto , Yakov Pesin

In our previous study (N. Tsutsumi, K. Nakai and Y. Saiki (2022)) we proposed a method of constructing a system of differential equations of chaotic behavior only from observable deterministic time series, which we will call radial…

动力系统 · 数学 2023-08-25 Natsuki Tsutsumi , Kengo Nakai , Yoshitaka Saiki

Following a Maz'ya-type approach, we adapt the theory of rough traces of functions of bounded variation ($BV$) in the context of doubling metric measure spaces supporting a Poincar\'e inequality. This eventually allows for an integration by…

度量几何 · 数学 2021-07-20 Vito Buffa , Michele Miranda

We consider diffeomorphisms of compact Riemmanian manifolds which have a Gibbs-Markov-Young structures, consisting of a reference set $\Lambda$ with a hyperbolic product structure and a countable Markov partition. We assume polynomial…

动力系统 · 数学 2013-12-06 Jose F. Alves , Davide Azevedo

A variety of physical phenomena involve the nonlinear transfer of energy from weakly damped modes subjected to external forcing to other modes which are more heavily damped. In this work we explore this in (finite-dimensional) stochastic…

概率论 · 数学 2022-06-07 Jacob Bedrossian , Kyle Liss

We show that a class of higher-dimensional hyperbolic endomorphisms admit absolutely continuous invariant probabilities whose density are regular. The maps we consider are given by $T(x,y) = (E (x), C(y) + f(x) )$, where $E$ is a linear…

动力系统 · 数学 2019-05-22 Carlos Bocker , Ricardo Bortolotti

The dynamics of the solutions to a class of conservative SPDEs are analysed from two perspectives: Firstly, a probabilistic construction of a corresponding random dynamical system is given for the first time. Secondly, the existence and…

概率论 · 数学 2022-06-30 Benjamin Fehrman , Benjamin Gess , Rishabh S. Gvalani

We study the invariant measures of infinite systems of stochastic differential equations (SDEs) indexed by the vertices of a regular tree. These invariant measures correspond to Gibbs measures associated with certain continuous…

概率论 · 数学 2021-12-07 Daniel Lacker , Jiacheng Zhang