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New asymptotic lower bound for the radius of analyticity of solutions to nonlinear Schrodinger equation 非线性薛定谔方程解的解析半径的新渐近下限
IF 2.2 2区 数学 Q1 Mathematics Pub Date : 2024-01-19 DOI: 10.1142/s0219530524500039
Tegegne Getachew, Birilew Belayneh
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引用次数: 0
On the strong solution for a diffuse interface model of non-Newtonian two-phase flows 关于非牛顿两相流扩散界面模型的强求解
IF 2.2 2区 数学 Q1 Mathematics Pub Date : 2023-12-15 DOI: 10.1142/s0219530523500331
Xiaopeng Zhao, Yong Zhou
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引用次数: 0
Distributed SGD in Overparameterized Linear Regression 过参数线性回归中的分布式 SGD
IF 2.2 2区 数学 Q1 Mathematics Pub Date : 2023-12-01 DOI: 10.1142/s021953052350032x
Mike Nguyen, Charly Kirst, Nicole Mucke
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引用次数: 0
Interpolatory Taylor and Lidstone series 插值Taylor和Lidstone级数
2区 数学 Q1 Mathematics Pub Date : 2023-11-11 DOI: 10.1142/s0219530523500306
Mourad E. H. Ismail, Plamen Simeonov, Dennis Stanton
We develop Taylor type series expansions for entire functions of order zero using general interpolation sequences that diverge to infinity sufficiently fast. We also derive two-point and multi-point Lidstone type series expansions for entire functions of order zero. The coefficients of these Taylor and Lidstone type series are expressed in terms of values of a certain integral operator. Our results imply as special cases several recent results on [Formula: see text]-Taylor and [Formula: see text]-Lidstone expansions of order zero entire functions, and provide a general technique for deriving such series.
利用快速向无穷发散的一般插值序列,对整个零阶函数展开泰勒型级数展开式。我们也得到了整个零阶函数的两点和多点Lidstone型级数展开式。这些泰勒和利德斯通型级数的系数是用某个积分算子的值来表示的。我们的结果作为特例隐含了最近关于[公式:见文]-泰勒展开式和[公式:见文]-利德斯通展开式的几个结果,并提供了一种推导此类级数的一般技术。
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引用次数: 0
Author index Volume 21 (2023) 作者索引第21卷(2023)
2区 数学 Q1 Mathematics Pub Date : 2023-10-31 DOI: 10.1142/s0219530523990014
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引用次数: 0
Convergence Analysis of Deep Residual Networks 深度残差网络的收敛分析
2区 数学 Q1 Mathematics Pub Date : 2023-10-19 DOI: 10.1142/s021953052350029x
Wentao Huang, Haizhang Zhang
Various powerful deep neural network architectures have made great contributions to the exciting successes of deep learning in the past two decades. Among them, deep Residual Networks (ResNets) are of particular importance because they demonstrated great usefulness in computer vision by winning the first place in many deep learning competitions. Also, ResNets are the first class of neural networks in the development history of deep learning that are really deep. It is of mathematical interest and practical meaning to understand the convergence of deep ResNets. We aim at studying the convergence of deep ResNets as the depth tends to infinity in terms of the parameters of the networks. Toward this purpose, we first give a matrix–vector description of general deep neural networks with shortcut connections and formulate an explicit expression for the networks by using the notion of activation matrices. The convergence is then reduced to the convergence of two series involving infinite products of non-square matrices. By studying the two series, we establish a sufficient condition for pointwise convergence of ResNets. We also conduct experiments on benchmark machine learning data to illustrate the potential usefulness of the results.
在过去的二十年里,各种强大的深度神经网络架构为深度学习的成功做出了巨大的贡献。其中,深度残差网络(ResNets)尤为重要,因为它们在许多深度学习竞赛中赢得了第一名,在计算机视觉中展示了巨大的实用性。此外,ResNets是深度学习发展史上第一类真正深度的神经网络。理解深度网络的收敛性具有重要的数学意义和实际意义。我们的目的是研究深度ResNets在网络参数趋于无穷大时的收敛性。为此,我们首先给出了具有快捷连接的一般深度神经网络的矩阵-向量描述,并利用激活矩阵的概念给出了网络的显式表达式。然后将收敛性简化为涉及非方阵无穷积的两个级数的收敛性。通过对这两个级数的研究,我们建立了ResNets点向收敛的充分条件。我们还对基准机器学习数据进行了实验,以说明结果的潜在有用性。
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引用次数: 0
A class of stochastic nonlocal evolution equations with nonlocal initial conditions 一类具有非局部初始条件的随机非局部演化方程
2区 数学 Q1 Mathematics Pub Date : 2023-10-17 DOI: 10.1142/s0219530523500276
Yarong Liu, Yejuan Wang, Peter E. Kloeden
In this paper, we consider the existence and uniqueness of mild solutions for stochastic nonlocal evolution equations with Lévy diffusion operator and nonlocal initial conditions. Based on the continuity of the Lévy semigroup and the technique of the measure of noncompactness, we establish the local existence of mild solutions in [Formula: see text] under some weaker growth conditions. Moreover, we obtain the existence of mild solutions on any finite interval by using the general growth conditions on the nonlinear. Finally, the global existence and uniqueness of mild solutions follow from the additional Lipschitz conditions on nonlinear terms.
本文研究了一类具有lsamvy扩散算子和非局部初始条件的随机非局部演化方程温和解的存在唯一性。基于lsamvy半群的连续性和非紧性度量技术,在一些较弱的增长条件下,建立了[公式:见文]中温和解的局部存在性。此外,利用非线性问题的一般增长条件,得到了任意有限区间上温和解的存在性。最后,由非线性项上附加的Lipschitz条件推导出温和解的整体存在唯一性。
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引用次数: 0
Quasi-Invariance under Flows Generated by Non-Linear PDEs 非线性偏微分方程流的拟不变性
2区 数学 Q1 Mathematics Pub Date : 2023-10-06 DOI: 10.1142/s0219530523500264
Jorg-Uwe Lobus
The paper is concerned with the change of probability measures [Formula: see text] along non-random probability measure-valued trajectories [Formula: see text], [Formula: see text]. Typically solutions to non-linear partial differential equations (PDEs), modeling spatial development as time progresses, generate such trajectories. Depending on in which direction the map [Formula: see text] does not exit the state space, for [Formula: see text] or for [Formula: see text], the Radon–Nikodym derivative [Formula: see text] is determined. It is also investigated how Fréchet differentiability of the solution map of the PDE can contribute to the existence of this Radon–Nikodym derivative. The first application is a certain Boltzmann type equation. Here, the Fréchet derivative of the solution map is calculated explicitly and quasi-invariance is established. The second application is a PDE related to the asymptotic behavior of a Fleming–Viot type particle system. Here, it is demonstrated how quasi-invariance can be used in order to derive a corresponding integration by parts formula.
本文关注的是概率测度[公式:见文]沿非随机概率测度值轨迹的变化[公式:见文],[公式:见文]。非线性偏微分方程(PDEs)的典型解,随着时间的推移建模空间发展,产生这样的轨迹。取决于地图[公式:见文]不退出状态空间的方向,对于[公式:见文]或[公式:见文],Radon-Nikodym导数[公式:见文]是确定的。本文还研究了PDE解图的fr微导性如何有助于Radon-Nikodym导数的存在。第一个应用是某个玻尔兹曼型方程。在此,显式地计算了解映射的frsamchet导数,并建立了拟不变性。第二个应用是关于弗莱明-维奥型粒子系统渐近行为的偏微分方程。这里演示了如何使用拟不变性来推导相应的分部积分公式。
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引用次数: 1
Existence of multiple solutions for a Schrödinger logarithmic equation via Lusternik–Schnirelmann category 基于Lusternik-Schnirelmann范畴的Schrödinger对数方程多解的存在性
2区 数学 Q1 Mathematics Pub Date : 2023-10-06 DOI: 10.1142/s0219530523500240
Claudianor O. Alves, Ismael S. da Silva
This paper concerns the existence of multiple solutions for a Schrödinger logarithmic equation of the form [Formula: see text] where [Formula: see text] is a continuous function that satisfies some technical conditions and [Formula: see text] is a positive parameter. We will establish the multiplicity of solution for [Formula: see text] by using the notion of Lusternik–Schnirelmann category, by introducing a new function space where the energy functional is [Formula: see text].
本文研究了形式为[公式:见文]的Schrödinger对数方程的多重解的存在性,其中[公式:见文]是满足一定技术条件的连续函数,[公式:见文]是一个正参数。我们将利用Lusternik-Schnirelmann范畴的概念,通过引入一个新的函数空间,其中能量泛函为[公式:见文本],建立[公式:见文本]解的多重性。
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引用次数: 1
On the propagation of Regularity for Solutions of the Zakharov-Kuznetsov Equation Zakharov-Kuznetsov方程解的正则性传播
2区 数学 Q1 Mathematics Pub Date : 2023-10-04 DOI: 10.1142/s0219530523500239
Mendez, A. J.
In this paper, we focus on the Zakharov–Kuznetsov (ZK) equation in the [Formula: see text]-dimensional setting with [Formula: see text] and investigate its smoothness properties. We extend the well-known regularity propagation phenomenon observed in the 2D and 3D cases, where the regularity of the initial data on certain half-spaces propagates with infinite speed, to the case where the regularity of the initial data is measured on a fractional scale. To achieve this, we introduce new localization formulas that enable us to describe the regularity of the solution on a specific class of subsets in Euclidean space. This work provides insights into the regularity behavior of solutions of the ZK equation in higher dimensions and with more general initial data.
本文研究了具有[公式:见文]的[公式:见文]维设置中的Zakharov-Kuznetsov (ZK)方程,并研究了它的光滑性。我们将在二维和三维情况下观察到的众所周知的规律传播现象,其中初始数据在某些半空间上的规律性以无限速度传播,扩展到在分数尺度上测量初始数据的规律性的情况。为了实现这一点,我们引入了新的局部化公式,使我们能够描述欧几里德空间中特定子集上解的正则性。这项工作提供了对更高维度和更一般初始数据下ZK方程解的正则性行为的见解。
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引用次数: 6
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