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Understanding and predicting how complex systems respond to external perturbations is a central challenge in nonequilibrium statistical physics. Here we consider continuous-time Markov networks, which we subject to perturbations along a…

统计力学 · 物理学 2026-02-25 Robin Bebon , Thomas Speck

Nonlinear response occurs naturally when a strong perturbation takes a system far from equilibrium. Despite of its omnipresence in nanoscale systems, it is difficult to predict in a general and efficient way. Here we introduce a way to…

统计力学 · 物理学 2019-07-24 Chloe Ya Gao , David T. Limmer

Non-linear renewal theory is extended to include random walks perturbed by both a slowly changing sequence and a stationary one. Main results include a version of the Key Renewal Theorem, a derivation of the limiting distribution of the…

统计理论 · 数学 2007-06-13 Dong-Yun Kim , Michael Woodroofe

In the field of classical discrete systems, specifically substitutional alloys, this study introduces a stochastic thermodynamic approach to address nonlinearity within a canonical ensemble. This approach establishes a nonlinear…

统计力学 · 物理学 2025-12-15 Koretaka Yuge

Statistical equilibrium models of coherent structures in two-dimensional and barotropic quasi-geostrophic turbulence are formulated using canonical and microcanonical ensembles, and the equivalence or nonequivalence of ensembles is…

数学物理 · 物理学 2007-05-23 R. S. Ellis , K. Haven , B. Turkington

The stochastic theory of non-relativistic quantum mechanics presented here relies heavily upon the theory of stochastic processes, with its definitions, theorems and specific vocabulary as well. Its main hypothesis states indeed that the…

量子物理 · 物理学 2014-04-01 Maurice J. M. L. O. Godart

This paper develops fundamental limits of deep neural network learning by characterizing what is possible if no constraints are imposed on the learning algorithm and on the amount of training data. Concretely, we consider Kolmogorov-optimal…

机器学习 · 计算机科学 2021-03-15 Dennis Elbrächter , Dmytro Perekrestenko , Philipp Grohs , Helmut Bölcskei

General equilibrium, the cornerstone of modern economics and finance, rests on assumptions many markets do not meet. Spectrum auctions, electricity markets, and cap-and-trade programs for resource rights often feature non-convexities in…

理论经济学 · 经济学 2023-05-11 Jacob K Goeree

We address the problem of applying the Kolmogorov-Sinai method of entropic analysis, expressed in a generalized non-extensive form, to the dynamics of the logistic map at the chaotic threshold, which is known to be characterized by a power…

凝聚态物理 · 物理学 2007-05-23 S. Montangero , L. Fronzoni , P. Grigolini

We consider non-concave and non-smooth random utility functions with do- main of definition equal to the non-negative half-line. We use a dynamic pro- gramming framework together with measurable selection arguments to establish both the…

数理金融 · 定量金融 2016-08-29 Romain Blanchard , Laurence Carassus , Miklós Rásonyi

Linear regression on network-linked observations has been an essential tool in modeling the relationship between response and covariates with additional network structures. Previous methods either lack inference tools or rely on restrictive…

统计方法学 · 统计学 2022-08-22 Can M. Le , Tianxi Li

Differential analysis aims at inferring global properties of nonlinear behaviors from the local analysis of the linearized dynamics. The paper motivates and illustrates the use of differential analysis on the nonlinear pendulum model, an…

系统与控制 · 计算机科学 2016-11-15 Fulvio Forni , Rodolphe Sepulchre

We propose a formulation for nonlinear recurrent models that includes simple parametric models of recurrent neural networks as a special case. The proposed formulation leads to a natural estimator in the form of a convex program. We provide…

机器学习 · 统计学 2019-08-28 Sohail Bahmani , Justin Romberg

We construct a framework within which a mathematically precise, fully covariant, and exact averaging procedure for tensor fields on a manifold can be formulated. In particular, we introduce the Weitzenb\"ock connection for parallel…

广义相对论与量子宇宙学 · 物理学 2015-05-18 Johan Brannlund , Robert van den Hoogen , Alan Coley

This paper considers the nonparametric regression model with an additive error that is dependent on the explanatory variables. As is common in empirical studies in epidemiology and economics, it also supposes that valid instrumental…

统计理论 · 数学 2015-06-11 Markus Grasmair , Otmar Scherzer , Anne Vanhems

We provide estimates for the convolution product of an arbitrary number of "resurgent functions", that is holomorphic germs at the origin of $C$ that admit analytic continuation outside a closed discrete subset of $C$ which is stable under…

动力系统 · 数学 2014-04-22 David Sauzin

TThe problem is to identify a probability associated with a set of natural numbers, given an infinite data sequence of elements from the set. If the given sequence is drawn i.i.d. and the probability mass function involved (the target)…

机器学习 · 计算机科学 2014-07-14 Paul M. B. Vitanyi , Nick Chater

One implication of Bell's theorem is that there cannot in general be hidden variable models for quantum mechanics that both are noncontextual and retain the structure of a classical probability space. Thus, some hidden variable programs aim…

量子物理 · 物理学 2017-02-01 Benjamin H. Feintzeig , Samuel C. Fletcher

The lifetime of statistical system is introduced. It is supposed that the nonequilibrium statistical operator implicitly contains the lifetime. The operations of taking of invariant part, averaging on initial conditions used in works of…

统计力学 · 物理学 2011-11-17 V. V. Ryazanov

We present a method of parameter estimation for large class of nonlinear systems, namely those in which the state consists of output derivatives and the flow is linear in the parameter. The method, which solves for the unknown parameter by…

系统与控制 · 电气工程与系统科学 2024-07-16 Simon Kuang , Xinfan Lin