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相关论文: Tensor join of hypergraphs and its spectra

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The eigenvalues of the normalized Laplacian of a graph provide information on its topological and structural characteristics and also on some relevant dynamical aspects, specifically in relation to random walks. In this paper we determine…

谱理论 · 数学 2016-04-05 Pinchen Xie , Zhongzhi Zhang , Francesc Comellas

This paper describes a general method for representing $k$-token graphs of Cayley graphs as lifts of voltage graphs. This allows us to construct line graphs of circulant graphs and Johnson graphs as lift graphs on cyclic groups. As an…

组合数学 · 数学 2024-04-03 C. Dalfó , M. A. Fiol , S. Pavlíková , J. Širáň

Two $k$-uniform hypergraphs are said to be cospectral (E-cospectral), if their adjacency tensors have the same characteristic polynomial (E-characteristic polynomial). A $k$-uniform hypergraph $H$ is said to be determined by its spectrum,…

组合数学 · 数学 2014-06-05 Changjiang Bu , Jiang Zhou , Yimin Wei

In a series of recent works, we have generalised the consistency results in the stochastic block model literature to the case of uniform and non-uniform hypergraphs. The present paper continues the same line of study, where we focus on…

机器学习 · 计算机科学 2017-05-18 Debarghya Ghoshdastidar , Ambedkar Dukkipati

In this article we introduce a definition of k-uniform thresholds hypergraphs through a binary sequence, a natural extension of the classical definition for thresholds graphs. We characterize some of its eigenvalues and multiplicities by…

组合数学 · 数学 2026-02-26 Miriam Abdón , Lucas Portugal , Renata Del-Vecchio , Renata de Freitas

Real-world complex networks are usually being modeled as graphs. The concept of graphs assumes that the relations within the network are binary (for instance, between pairs of nodes); however, this is not always true for many real-life…

Considering a graph $H$ of order $p$, a generalized $H$-join operation of a family of graphs $G_1,..., G_p$, constrained by a family of vertex subsets $S_i \subseteq V(G_i)$, $i=1,..., p,$ is introduced. When each vertex subset $S_i$ is…

组合数学 · 数学 2012-05-09 Domingos M. Cardoso , Enide A. Martins , Maria Robbiano , Oscar Rojo

A paradigm that was successfully applied in the study of both pure and algorithmic problems in graph theory can be colloquially summarized as stating that "any graph is close to being the disjoint union of expanders". Our goal in this paper…

组合数学 · 数学 2015-02-03 Guy Moshkovitz , Asaf Shapira

We describe a method for encoding path information in graphs into a 3-d tensor. We show a connection between the introduced path representation scheme and powered adjacency matrices. To alleviate the heavy computational demands of working…

机器学习 · 计算机科学 2022-04-12 Abdulrahman Ibraheem

The analytic connectivity, proposed as a substitute of the algebraic connectivity in the setting of hypergraphs, is an important quantity in spectral hypergraph theory. The definition of the analytic connectivity for a uniform hypergraph…

组合数学 · 数学 2016-11-07 Chufeng Cui , Ziyan Luo , Liqun Qi , Hong Yan

Complex systems are often driven by higher-order interactions among multiple units, naturally represented as hypergraphs. Understanding dependency structures within these hypergraphs is crucial for understanding and predicting the behavior…

社会与信息网络 · 计算机科学 2025-05-29 John Hood , Caterina De Bacco , Aaron Schein

Graphs are a representation of structured data that captures the relationships between sets of objects. With the ubiquity of available network data, there is increasing industrial and academic need to quickly analyze graphs with billions of…

机器学习 · 计算机科学 2023-07-28 Brandon Mayer , Anton Tsitsulin , Hendrik Fichtenberger , Jonathan Halcrow , Bryan Perozzi

We present a spectral theory of hypergraphs that closely parallels Spectral Graph Theory. A number of recent developments building upon classical work has led to a rich understanding of "hyperdeterminants" of hypermatrices, a.k.a.…

组合数学 · 数学 2011-10-27 Joshua Cooper , Aaron Dutle

A mixed multigraph is obtained from an undirected multigraph by orienting a subset of its edges. In this paper, we study a new Hermitian matrix representation of mixed multigraphs, give an introduction to cospectral operations on mixed…

组合数学 · 数学 2022-06-28 Bo-Jun Yuan , Shaowei Sun , Dijian Wang

Massive networks have shown that the determination of dense subgraphs, where vertices interact a lot, is necessary in order to visualize groups of common interest, and therefore be able to decompose a big graph into smaller structures. Many…

社会与信息网络 · 计算机科学 2016-04-29 Etienne Callies , Tomás Yany-Anich

In this paper, we focus on graph learning from multi-view data of shared entities for spectral clustering. We can explain interactions between the entities in multi-view data using a multi-layer graph with a common vertex set, which…

机器学习 · 计算机科学 2021-03-04 Sravanthi Gurugubelli , Sundeep Prabhakar Chepuri

We characterize all graphs for which there are eigenvectors of the graph Laplacian having all their components in {-1,+1} or {-1,0,+ 1}. Graphs having eigenvectors with components in {-1,+1} are called bivalent and are shown to be the…

谱理论 · 数学 2018-11-19 J-G. Caputo , I. Khames , A. Knippel

We study some spectral properties of a matrix that is constructed as a combination of a Laplacian and an adjacency matrix of simple graphs. The matrix considered depends on a positive parameter, as such we consider the implications in…

动力系统 · 数学 2024-08-02 Riccardo Bonetto , Hildeberto Jardón Kojakhmetov

We study tensor networks as a model of arithmetic computation for evaluating multilinear maps. These capture any algorithm based on low border rank tensor decompositions, such as $O(n^{\omega+\epsilon})$ time matrix multiplication, and in…

计算复杂性 · 计算机科学 2018-11-16 Per Austrin , Petteri Kaski , Kaie Kubjas

Networks are often studied as graphs, where the vertices stand for entities in the world and the edges stand for connections between them. While relatively easy to study, graphs are often inadequate for modeling real-world situations,…

网络与互联网体系结构 · 计算机科学 2009-09-25 David I. Spivak
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