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We propose a new class of generative diffusion models, called functional diffusion. In contrast to previous work, functional diffusion works on samples that are represented by functions with a continuous domain. Functional diffusion can be…

计算机视觉与模式识别 · 计算机科学 2023-11-28 Biao Zhang , Peter Wonka

Time evolution equations for dynamical systems can often be derived from generating functionals. Examples are Newton's equations of motion in classical dynamics which can be generated within the Lagrange or the Hamiltonian formalism. We…

神经元与认知 · 定量生物学 2014-04-23 Claudius Gros

We introduce a new type of shift dynamics as an extended model of symbolic dynamics, and investigate the characteristics of shift spaces from the viewpoints of both dynamics and computation. This shift dynamics is called a functional shift…

混沌动力学 · 物理学 2009-11-10 Jun Namikawa , Takashi Hashimoto

Potential functionals have been introduced recently as an important tool for the analysis of coupled scalar systems (e.g. density evolution equations). In this contribution, we investigate interesting properties of this potential. Using the…

信息论 · 计算机科学 2017-01-16 Rafah El-Khatib , Nicolas Macris , Tom Richardson , Rüdiger Urbanke

Statistical analysis of high-dimensional functional times series arises in various applications. Under this scenario, in addition to the intrinsic infinite-dimensionality of functional data, the number of functional variables can grow with…

统计理论 · 数学 2022-01-14 Qin Fang , Shaojun Guo , Xinghao Qiao

An approach to generalize any kind of collinear functionals in density functional theory to non-collinear functionals is proposed. This approach, for the very first time, satisfies the correct collinear limit for any kind of functionals,…

量子物理 · 物理学 2023-01-26 Zhichen Pu , Hao Li , Qiming Sun , Ning Zhang , Yong Zhang , Sihong Shao , Hong Jiang , Yiqin Gao , Yunlong Xiao

Invariant manifolds provide the geometric structures for describing and understanding dynamics of nonlinear systems. The theory of invariant manifolds for both finite and infinite dimensional autonomous deterministic systems, and for…

动力系统 · 数学 2007-05-23 Jinqiao Duan , Kening Lu , Bjoern Schmalfuss

Motivated by Lazer-Leach type results, we study the existence of periodic solutions for systems of functional-differential equations at resonance with an arbitrary even-dimensional kernel and linear deviating terms involving a general delay…

经典分析与常微分方程 · 数学 2020-04-28 Pablo Amster , Julián Epstein , Arturo Sanjuán

We give extensional and intensional characterizations of functional programs with nondeterminism: as structure preserving functions between biorders, and as nondeterministic sequential algorithms on ordered concrete data structures which…

计算机科学中的逻辑 · 计算机科学 2023-06-22 James Laird

We consider additive functionals as a time and space-dependent function of a diffusion corresponding to nonhomogeneous uniformly elliptic divergence form operator. We show that if the function belongs to natural domain of strong solutions…

概率论 · 数学 2015-03-24 Tomasz Klimsiak

We investigate piecewise-linear stochastic models as with regards to the probability distribution of functionals of the stochastic processes, a question which occurs frequently in large deviation theory. The functionals that we are looking…

统计力学 · 物理学 2015-06-22 Yaming Chen , Wolfram Just

Density-functional theory is a formally exact description of a many-body quantum system in terms of its density; in practice, however, approximations to the universal density functional are required. In this work, a model based on deep…

计算物理 · 物理学 2016-08-02 Jeffrey M. McMahon

A functional differential equation related to the logistic equation is studied by a combination of numerical and perturbation methods. Parameter regions are identified where the solution to the nonlinear problem is approximated well by…

经典分析与常微分方程 · 数学 2026-03-24 Nicholas Hale , Enrique Thomann , JAC Weideman

We develop and analyze $M$-estimation methods for divergence functionals and the likelihood ratios of two probability distributions. Our method is based on a non-asymptotic variational characterization of $f$-divergences, which allows the…

统计理论 · 数学 2016-11-18 XuanLong Nguyen , Martin J. Wainwright , Michael I. Jordan

The density of polynomials in a weighted space of infinitely differentiable functions in a multidimensional real space is proved under minimal conditions on weight functions and on differences between weight functions. We apply this result…

经典分析与常微分方程 · 数学 2007-05-23 P. V. Fedotova , I. Kh. Musin

It is a significant challenge to design probabilistic programming systems that can accommodate a wide variety of inference strategies within a unified framework. Noting that the versatility of modern automatic differentiation frameworks is…

机器学习 · 统计学 2020-03-12 Fritz Obermeyer , Eli Bingham , Martin Jankowiak , Du Phan , Jonathan P. Chen

In this paper we prove that an operator which projects weak solutions of the two- or three-dimensional Navier-Stokes equations onto a finite-dimensional space is determining if it annihilates the difference of two "nearby" weak solutions…

偏微分方程分析 · 数学 2010-01-12 Michael Holst , Edriss Titi

In practice functional data are sampled on a discrete set of observation points and often susceptible to noise. We consider in this paper the setting where such data are used as explanatory variables in a regression problem. If the primary…

统计方法学 · 统计学 2021-12-14 Siegfried Hörmann , Fatima Jammoul

Description of linear continuous functionals on a space of rapidly decreasing infinitely differentiable functions on an unbounded closed convex set in $\mathbb R^n$ in terms of their Fourier-Laplace transform is obtained.

复变函数 · 数学 2010-03-18 I. Kh. Musin , P. V. Yakovleva

The paper considers some class of dynamical systems that called density systems. For such systems the derivative of quadratic function depends on so-called density function. The density function is used to set the properties of phase space,…

系统与控制 · 电气工程与系统科学 2023-04-12 Igor Furtat