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Incremental quaternion singular value decomposition and its application for low rank quaternion matrix completion 增量四元数奇异值分解及其在低秩四元数矩阵补全中的应用
IF 2.6 3区 数学 Pub Date : 2024-08-02 DOI: 10.1007/s40314-024-02874-5
Yang Xu, Kaixin Gao

Computing the optimal low rank approximations of quaternion matrices is the key target in many quaternion matrix related problems including color images inpainting and recognition, which can be reconstructed by some dominant singular values of quaternion matrices. However, the singular value decomposition of large-scale quaternion matrices requires expensive storage and computational costs. In this paper, we propose an incremental quaternion singular value decomposition (IQSVD) method for a class of quaternion matrices, where the number of columns far exceeds the number of rows, to improve computing efficiency. What’s more, based on IQSVD, we consider the low rank quaternion matrix completion problem and design a proximal linearized minimization algorithm with convergence guarantee to solve it. Numerical experiments on synthetic data and real-world videos illustrate the efficiency of IQSVD and the proposed proximal linearized minimization algorithm involved IQSVD.

计算四元数矩阵的最优低秩近似值是许多四元数矩阵相关问题(包括彩色图像的绘制和识别)的关键目标,这些问题可以通过四元数矩阵的一些主导奇异值进行重建。然而,大规模四元数矩阵的奇异值分解需要昂贵的存储和计算成本。本文针对列数远大于行数的四元数矩阵,提出了一种增量四元数奇异值分解(IQSVD)方法,以提高计算效率。此外,在 IQSVD 的基础上,我们还考虑了低秩四元数矩阵补全问题,并设计了一种具有收敛性保证的近似线性化最小化算法来解决该问题。在合成数据和真实世界视频上进行的数值实验说明了 IQSVD 和所提出的涉及 IQSVD 的近似线性化最小化算法的效率。
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引用次数: 0
MPCA and MDA via Einstein product MPCA 和 MDA 通过爱因斯坦产品
IF 2.6 3区 数学 Pub Date : 2024-08-02 DOI: 10.1007/s40314-024-02866-5
Aoulaia Andahmou

This work deals with the problem of multilinear principal component analysis (MPCA) and multilinear discriminant analysis (MDA), that solve for a tensor to tensor projection (TTP) using Einstein product. MPCA and MDA are considered as a higher-order extension of principal component analysis (PCA ) and linear discriminant analysis (LDA), respectively. MPCA seeks to find a low-dimensional representation that captures most of the variation present in the original data tensor. Whereas MDA seeks to find discriminative features that maximize the separation between classes, while preserving the multilinear structure. Specifically, we are interested in finding a projective tensor that maps the original data tensor onto a new lower-dimensional subspace. In this paper, we propose to solve the MPCA problem by employing the global Lanczos procedure via Einstein product for a fourth-order tensor, while solving the MDA problem by combining Newton method and global tensorial Lanczos method. The numerical experiments illustrate the use of these algorithms for face recognition problems, compression and classification.

本研究涉及多线性主成分分析(MPCA)和多线性判别分析(MDA)问题,它们利用爱因斯坦积求解张量到张量的投影(TTP)。多线性主成分分析(MPCA)和多线性判别分析(MDA)分别被视为主成分分析(PCA)和线性判别分析(LDA)的高阶扩展。MPCA 试图找到一种能捕捉原始数据张量中大部分变化的低维表示。而线性判别分析(MDA)则试图找到能最大程度区分不同类别的判别特征,同时保留多线性结构。具体来说,我们感兴趣的是找到一个投影张量,将原始数据张量映射到一个新的低维子空间上。在本文中,我们提出通过四阶张量的爱因斯坦积,采用全局 Lanczos 程序来解决 MPCA 问题,同时结合牛顿法和全局张量 Lanczos 法来解决 MDA 问题。数值实验说明了这些算法在人脸识别问题、压缩和分类中的应用。
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引用次数: 0
The degree-distance and transmission-adjacency matrices 度距矩阵和传输捷径矩阵
IF 2.6 3区 数学 Pub Date : 2024-08-02 DOI: 10.1007/s40314-024-02870-9
Carlos A. Alfaro, Octavio Zapata

Let G be a connected graph with adjacency matrix A(G) and distance matrix D(G). Let ({{,textrm{dist},}}(u,v)) denote the distance between the pair of vertices (u,vin V(G)), then the transmission ({{,textrm{trs},}}(u)) of vertex u is defined as (sum _{vin V(G)}{{,textrm{dist},}}(u,v)). Let ({{,textrm{trs},}}(G)) be the diagonal matrix whose diagonal elements are the transmissions of the vertices of G. And, let (deg (G)) be the diagonal matrix whose diagonal elements are the degrees of the vertices of G. In this paper we investigate the Smith normal form (SNF) and the spectrum of the matrices (D^{deg }_+(G):=deg (G)+D(G)), (D^{deg }(G):=deg (G)-D(G)), (A^{{{,textrm{trs},}}}_+(G):={{,textrm{trs},}}(G)+A(G)) and (A^{{{,textrm{trs},}}}(G):={{,textrm{trs},}}(G)-A(G)). In particular, we explore how good the SNF and the spectrum of these matrices are for determining graphs up to isomorphism. We found that the SNF of (A^{{{,textrm{trs},}}}) has an interesting behaviour when compared with other classical matrices. We note that the SNF of (A^{{{,textrm{trs},}}}) can be used to compute the structure of the sandpile group of certain graphs. We compute the SNF of (D^{deg }_+), (D^{deg }), (A^{{{,textrm{trs},}}}_+) and (A^{{{,textrm{trs},}}}) for several graph families. We prove that the SNF of (D^{deg }_+), (D^{deg }), (A^{{{,textrm{trs},}}}_+) and (A^{{{,textrm{trs},}}}) determine complete graphs. Finally, we derive some results about the spectrum of (D^{deg }) and (A^{{{,textrm{trs},}}}).

让 G 是一个连通图,具有邻接矩阵 A(G) 和距离矩阵 D(G)。让 ({{,textrm{dist},}}(u,v)) 表示 V(G) 中一对顶点 (u,v) 之间的距离、那么顶点 u 的传输 ({{textrm{trs},}}(u)) 定义为 (sum _{vin V(G)}{{textrm{dist},}}(u,v)).让 ({{,textrm{trs},}}(G)) 成为对角矩阵,其对角元素是 G 的顶点的传输量;让 (deg (G)) 成为对角矩阵,其对角元素是 G 的顶点的度数。本文将研究矩阵 (D^{deg }_+(G):=deg (G)+D(G)), (D^{deg }(G):=deg (G)-D(G)), (A^{{{,textrm{trs},}}}_+(G):={{,textrm{trs},}}(G)+A(G)) and (A^{{{,textrm{trs},}}}(G):={{,textrm{trs},}}(G)-A(G)).我们特别探讨了这些矩阵的 SNF 和频谱在确定图的同构性方面有多好。我们发现,与其他经典矩阵相比,A^{{,textrm{trs},}}的 SNF 具有有趣的行为。我们注意到 (A^{{,textrm{trs},}}} 的 SNF 可以用来计算某些图的沙堆群结构。我们为几个图族计算了 (D^{deg }_+), (D^{deg }), (A^{{,textrm{trs},}}_+) 和 (A^{{,textrm{trs},}}) 的 SNF。我们证明了 (D^{deg }_+), (D^{deg }), (A^{{,textrm{trs},}}_+) 和(A^{{,textrm{trs},}}) 的 SNF 决定了完整图。最后,我们推导出一些关于 (D^{deg }) 和 (A^{{textrm{trs},}}} 的谱的结果。
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引用次数: 0
Deformation of surfaces along curves and their applications 曲面沿曲线变形及其应用
IF 2.6 3区 数学 Pub Date : 2024-08-02 DOI: 10.1007/s40314-024-02857-6
Dae Won Yoon, Hyun Chol Lee

The connections between parameter surfaces enable the development of various geometric designs. However, these surfaces are generally connected along their boundaries in a rectangular domain. This study investigated the methods for connecting surfaces along a curve. To this end, we introduced two-variable degenerate functions and utilized their algebraic properties to characterize the form of the parameter surfaces for practical surface construction. The results were used to deform the surfaces along the curve. For application, we presented the examples of deformations using Bézier surfaces and extended them to general surfaces.

通过参数曲面之间的连接,可以进行各种几何设计。然而,这些曲面通常是沿着矩形域中的边界连接的。本研究探讨了沿曲线连接曲面的方法。为此,我们引入了双变量退化函数,并利用其代数特性来表征参数曲面的形式,从而构建出实用的曲面。结果被用于沿曲线变形曲面。在应用方面,我们介绍了使用贝塞尔曲面进行变形的示例,并将其扩展到一般曲面。
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引用次数: 0
On the genus and crosscap two coannihilator graph of commutative rings 关于交换环的属和交叉卡普二共析图
IF 2.6 3区 数学 Pub Date : 2024-08-01 DOI: 10.1007/s40314-024-02872-7
Mohd Nazim, Shabir Ahmad Mir, Nadeem Ur Rehman

Consider a commutative ring with unity denoted as (mathscr {R}), and let (W(mathscr {R})) represent the set of non-unit elements in (mathscr {R}). The coannihilator graph of (mathscr {R}), denoted as (AG'(mathscr {R})), is a graph defined on the vertex set (W(mathscr {R})^*). This graph captures the relationships among non-unit elements. Specifically, two distinct vertices, x and y, are connected in (AG'(mathscr {R})) if and only if either (x notin xymathscr {R}) or (y notin xymathscr {R}), where (wmathscr {R}) denotes the principal ideal generated by (w in mathscr {R}). In the context of this paper, the primary objective is to systematically classify finite rings (mathscr {R}) based on distinct characteristics of their coannihilator graph. The focus is particularly on cases where the coannihilator graph exhibits a genus or crosscap of two. Additionally, the research endeavors to provide a comprehensive characterization of finite rings (mathscr {R}) for which the connihilator graph (AG'(mathscr {R})) attains an outerplanarity index of two.

考虑一个具有统一性的交换环,用 (mathscr {R}) 表示,让 (W(mathscr {R}) 表示 (mathscr {R}) 中非单位元素的集合。)(mathscr {R})的同源图,表示为 (AG'(mathscr {R})),是定义在顶点集 (W(mathscr {R})^*)上的图。这个图捕捉了非单位元素之间的关系。具体来说,两个不同的顶点 x 和 y 在 (AG'(mathscr {R}) 中是相连的,当且仅当 (x notin xymathscr {R}) 或 (y notin xymathscr {R}) 时,其中 (wmathscr {R}) 表示由 (win mathscr {R}) 生成的主理想。)本文的主要目的是根据有限环的共析取图的不同特征,对有限环 (mathscr {R}) 进行系统分类。重点尤其放在共坍缩图表现出两个属或交叉盖的情况上。此外,研究还致力于提供有限环 (mathscr {R}) 的综合特征,对于这些有限环,共坍缩图 (AG'(mathscr {R})) 的外平面性指数达到了二。
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引用次数: 0
A second order difference scheme on a Bakhvalov-type mesh for the singularly perturbed Volterra delay-integro-differential equation 奇异扰动 Volterra 迟滞积分微分方程的巴赫瓦洛夫型网格上的二阶差分方案
IF 2.6 3区 数学 Pub Date : 2024-07-31 DOI: 10.1007/s40314-024-02873-6
Yige Liao, Xianbing Luo, Li-Bin Liu

In this paper, we present a second order parameter-uniform numerical method for a singularly perturbed Volterra delay-integro-differential equation on a Bakhvalov-type mesh. The equation is discretized by using the variable two-step backward differentiation formula of the first derivative term and the trapezoidal formula of the integral term. The stability and convergence of the numerical method in the discrete maximum norm are proved. Finally, the theoretical results are verified by some numerical experiments.

本文提出了一种在巴赫瓦洛夫网格上处理奇异扰动 Volterra 延迟积分微分方程的二阶参数均匀数值方法。方程的离散化采用了一阶导数项的可变两步反向微分公式和积分项的梯形公式。证明了离散最大规范数值方法的稳定性和收敛性。最后,通过一些数值实验验证了理论结果。
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引用次数: 0
Spectrum of super commuting graphs of some finite groups 一些有限群的超交换图谱
IF 2.6 3区 数学 Pub Date : 2024-07-30 DOI: 10.1007/s40314-024-02859-4
Sandeep Dalal, Sanjay Mukherjee, Kamal Lochan Patra

Let (Gamma ) be a simple finite graph with vertex set (V(Gamma )) and edge set (E(Gamma )). Let (mathcal {R}) be an equivalence relation on (V(Gamma )). The (mathcal {R})-super (Gamma ) graph (Gamma ^{mathcal {R}}) is a simple graph with vertex set (V(Gamma )) and two distinct vertices are adjacent if either they are in the same (mathcal {R})-equivalence class or there are elements in their respective (mathcal {R})-equivalence classes that are adjacent in the original graph (Gamma ). We first show that (Gamma ^{mathcal {R}}) is a generalized join of some complete graphs and using this we obtain the adjacency and Laplacian spectrum of conjugacy super commuting graphs and order super commuting graphs of dihedral group (D_{2n}; (nge 3)), generalized quaternion group (Q_{4m} ;(mge 2)) and the nonabelian group (mathbb {Z}_p rtimes mathbb {Z}_q) of order pq, where p and q are distinct primes with (q|(p-1)).

让 (Gamma ) 是一个简单的有限图,它有顶点集 (V(Gamma )) 和边集 (E(Gamma )).让 (mathcal {R}) 是 (V(Gamma )) 上的等价关系。(mathcal {R})-super (Gamma )图 (Gamma ^{mathcal {R}}) 是一个具有顶点集 (V(Gamma )) 的简单图,如果两个不同的顶点在同一个 (mathcal {R})- 等价类中,或者在同一个 (mathcal {R})- 等价类中有元素,那么这两个顶点就是相邻的。等价类中,或者它们各自的等价类中有元素在原始图 (Gamma )中是相邻的。我们首先证明了 (Gamma ^{mathcal {R}}) 是一些完整图的广义连接,并利用这一点得到了共轭超换向图的邻接谱和拉普拉斯谱,以及二面体群 (D_{2n}; (nge 3)) 的阶超换向图、广义四元组 (Q_{4m}; (mge 2)) 的阶超换向图的邻接谱和拉普拉斯谱。和阶为 pq 的无标注群 (mathbb {Z}_p rtimes mathbb {Z}_q),其中 p 和 q 是不同的素数,具有 (q|(p-1))。
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引用次数: 0
On the maximum $$A_{alpha }$$ -spectral radius of unicyclic and bicyclic graphs with fixed girth or fixed number of pendant vertices 关于具有固定周长或固定垂顶数量的单环和双环图的最大 $$A_{alpha }$ - 谱半径
IF 2.6 3区 数学 Pub Date : 2024-07-27 DOI: 10.1007/s40314-024-02856-7
Joyentanuj Das, Iswar Mahato

For a connected graph G, let A(G) be the adjacency matrix of G and D(G) be the diagonal matrix of the degrees of the vertices in G. The (A_{alpha })-matrix of G is defined as

$$begin{aligned} A_alpha (G) = alpha D(G) + (1-alpha ) A(G) quad text {for any }alpha in [0,1]. end{aligned}$$

The largest eigenvalue of (A_{alpha }(G)) is called the (A_{alpha })-spectral radius of G. In this article, we characterize the graphs with maximum (A_{alpha })-spectral radius among the class of unicyclic and bicyclic graphs of order n with fixed girth g. Also, we identify the unique graphs with maximum (A_{alpha })-spectral radius among the class of unicyclic and bicyclic graphs of order n with k pendant vertices.

对于连通图 G,让 A(G) 是 G 的邻接矩阵,D(G) 是 G 中顶点度数的对角矩阵。A_alpha (G) = alpha D(G) + (1-alpha ) A(G) quad text {for any }alpha in [0,1].end{aligned}$$ (A_{alpha }(G)) 的最大特征值叫做 G 的 (A_{alpha })-spectral radius。此外,我们还确定了在具有 k 个垂顶的 n 阶单环图和双环图中具有最大 (A_{alpha })- 谱半径的唯一图形。
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引用次数: 0
Roughness of linear Diophantine fuzzy sets by intuitionistic fuzzy relations over dual universes with decision-making applications 双宇宙上直觉模糊关系的线性二叉模糊集的粗糙度与决策应用
IF 2.6 3区 数学 Pub Date : 2024-07-26 DOI: 10.1007/s40314-024-02805-4
Rizwan Gul, Saba Ayub, Muhammad Shabir, Tmader Alballa, Hamiden Abd El-Wahed Khalifa

Rough sets (RSs) and fuzzy sets (FSs) are designed to tackle the uncertainty in the data. By taking into account the control or reference parameters, the linear Diophantine fuzzy set (LD-FS) is a novel approach to decision making (DM), broadens the previously dominant theories of the intuitionistic fuzzy set (IFS), Pythagorean fuzzy set (PyFS), and q-rung orthopair fuzzy set (q-ROFS), and allows for a more flexible representation of uncertain data. A promising avenue for RS theory is to investigate RSs within the context of LD-FS, where LD-FSs are approximated by an intuitionistic fuzzy relation (IFR). The major goal of this article is to create a novel method of roughness for LD-FSs employing an IFR over dual universes. The notions of lower and upper approximations of an LD-FS are established by using an IFR, and some axiomatic systems are carefully investigated in detail. Moreover, a link between LD-FRSs and linear Diophantine fuzzy topology (LDF-topology) has been established. Eventually, based on lower and upper approximations of an LD-FS, several similarity relations are investigated. Meanwhile, we apply the recommended model of LD-FRSs over dual universes for solving the DM problem. Furthermore, a real-life case study is given to demonstrate the practicality and feasibility of our designed approach. Finally, we conduct a detailed comparative analysis with certain existing methods to explore the effectiveness and superiority of the established technique.

粗糙集(RS)和模糊集(FS)旨在解决数据的不确定性问题。通过考虑控制或参考参数,线性二叉模糊集(LD-FS)是决策制定(DM)的一种新方法,它拓宽了以前占主导地位的直觉模糊集(IFS)、毕达哥拉斯模糊集(PyFS)和q-rung正交模糊集(q-ROFS)理论,并允许更灵活地表示不确定数据。在 LD-FS 的背景下研究 RS,即用直觉模糊关系(IFR)来近似 LD-FS 是 RS 理论的一个有前途的途径。本文的主要目标是为 LD-FSs 创建一种新的粗糙度方法,该方法采用了双宇宙上的直觉模糊关系。本文利用 IFR 建立了 LD-FS 的下近似和上近似概念,并对一些公理系统进行了细致研究。此外,还建立了 LD-FRS 与线性 Diophantine 模糊拓扑学(LDF-topology)之间的联系。最后,基于 LD-FRS 的下近似和上近似,研究了几种相似性关系。同时,我们将双宇宙上的 LD-FRS 推荐模型用于解决 DM 问题。此外,我们还给出了一个实际案例研究,以证明我们所设计方法的实用性和可行性。最后,我们与现有的一些方法进行了详细的比较分析,以探讨所建立技术的有效性和优越性。
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引用次数: 0
Identification methods for ordinal potential differential games 序数势差博弈的识别方法
IF 2.6 3区 数学 Pub Date : 2024-07-26 DOI: 10.1007/s40314-024-02861-w
Balint Varga, Da Huang, Sören Hohmann

This paper introduces two new identification methods for linear quadratic (LQ) ordinal potential differential games (OPDGs). Potential games are notable for their benefits, such as the computability and guaranteed existence of Nash Equilibria. While previous research has analyzed ordinal potential static games, their applicability to various engineering applications remains limited. Despite the earlier introduction of OPDGs, a systematic method for identifying a potential game for a given LQ differential game has not yet been developed. To address this gap, we propose two identification methods to provide the quadratic potential cost function for a given LQ differential game. Both methods are based on linear matrix inequalities (LMIs). The first method aims to minimize the condition number of the potential cost function’s parameters, offering a faster and more precise technique compared to earlier solutions. In addition, we present an evaluation of the feasibility of the structural requirements of the system. The second method, with a less rigid formulation, can identify LQ OPDGs in cases where the first method fails. These novel identification methods are verified through simulations, demonstrating their advantages and potential in designing and analyzing cooperative control systems.

本文介绍了线性二次(LQ)序数势差博弈(OPDGs)的两种新识别方法。潜在博弈因其可计算性和保证纳什均衡的存在等优点而备受关注。虽然之前的研究已经分析了顺序势能静态博弈,但它们在各种工程应用中的适用性仍然有限。尽管 OPDGs 的引入时间较早,但对于给定的 LQ 微分博弈,尚未开发出一种识别潜在博弈的系统方法。针对这一空白,我们提出了两种识别方法,以提供给定 LQ 微分博弈的二次潜在成本函数。这两种方法都基于线性矩阵不等式(LMI)。第一种方法旨在最小化潜在成本函数参数的条件数,与早期的解决方案相比,提供了一种更快、更精确的技术。此外,我们还对系统结构要求的可行性进行了评估。第二种方法的表述不那么严格,可以在第一种方法失败的情况下识别 LQ OPDG。我们通过模拟验证了这些新颖的识别方法,证明了它们在设计和分析协同控制系统方面的优势和潜力。
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引用次数: 0
期刊
Computational and Applied Mathematics
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