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Related papers: Estrada index and subgraph centrality of hypergrap…

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In this paper we investigate the traces of the adjacency tensor of hypergraphs (simply called the traces of hypergraphs). We give new expressions for the traces of hypertrees and linear unicyclic hypergraphs by the weight function assigned…

Combinatorics · Mathematics 2025-07-22 Yi-Zheng Fan , Jian Zheng , Ya Yang

Let $\mathcal{H}$ be an $m$-uniform hypergraph, and let $\mathcal{A}(\mathcal{H})$ be the adjacency tensor of $\mathcal{H}$ which can be viewed as a system of homogeneous polynomials of degree $m-1$. Morozov and Shakirov generalized the…

Combinatorics · Mathematics 2023-06-06 Yi-Zheng Fan , Ya Yang , Chuan-Ming She , Jian Zheng , Yi-Min Song , Hong-Xia Yang

Various properties of a hypergraph can be explored through its spectrum. In this paper,we estimate the bound for the sum of $t,\,t\in[1,n]$, largest eigenvalues of a $k$-uniform hypergraph of order $n$. Also, we characterize the $k$-uniform…

Combinatorics · Mathematics 2025-07-10 Liya Jess Kurian , Chithra A.

A hypergraph is called uniform when every hyperedge contains the same number of vertices, otherwise, it is called non-uniform. In the real world, many systems give rise to non-uniform hypergraphs, such as email networks and co-authorship…

Social and Information Networks · Computer Science 2026-04-22 Changjiang Bu , Haotian Zeng , Qingying Zhang

We generalize the notions of Laplacian and signless Laplacian Estrada index to uniform hypergraphs. For an $r$-uniform hypergraph $H,$ we derive an order $r+1$ trace formula of the (signless) Laplacian tensor of $H.$ Among others by using…

Combinatorics · Mathematics 2022-06-02 Cunxiang Duan , Edwin R. van Dam , Ligong Wang

Let $G$ be a graph on $n$ vertices and $\lambda_1,\lambda_2,\ldots,\lambda_n$ its eigenvalues. The Estrada index of $G$ is an invariant that is calculated from the eigenvalues of the adjacency matrix of a graph. In this paper, we present…

Spectral Theory · Mathematics 2019-10-29 Juan L. Aguayo , Juan R. Carmona , Jonnathan Rodríguez

Centrality measures are used in network science to identify the most important vertices for transmission of information and dynamics on a graph. One of these measures, introduced by Estrada and collaborators, is the $\beta$-subgraph…

Combinatorics · Mathematics 2021-06-08 Francesco Ballini , Nikita Deniskin

Let $G$ be a simple graph of order $n$, let $\lambda_1(G),\lambda_2(G),...,\lambda_n(G)$ be the eigenvalues of the adjacency matrix of $G$. The Esrada index of $G$ is defined as $EE(G)=\sum_{i=1}^{n}e^{\lambda_i(G)}$. In this paper we…

Combinatorics · Mathematics 2014-09-19 Long Wang , Yi-Zheng Fan , Yi Wang

Let $\Gamma=(G, \sigma)$ be a signed graph of order $n$ with eigenvalues $\mu_1,\mu_2,\ldots,\mu_n.$ We define the Estrada index of a signed graph $\Gamma$ as $EE(\Gamma)=\sum_{i=1}^ne^{\mu_i}$. We characterize the signed unicyclic graphs…

Combinatorics · Mathematics 2023-09-26 Tahir Shamsher , S. Pirzada , Mushtaq A. Bhat

The Estrada index of a graph $G$ is defined as $EE(G)=\sum_{i=1}^ne^{\lambda_i}$, where $\lambda_1,$ $ \lambda_2,\ldots, \lambda_n$ are the eigenvalues of the adjacency matrix of $G$. In this paper, we characterize the unique bipartite…

Combinatorics · Mathematics 2014-04-23 Fei Huang , Xueliang Li , Shujing Wang

Adjacency between two vertices in graphs or hypergraphs is a pairwise relationship. It is redefined in this article as 2-adjacency. In general hypergraphs, hyperedges hold for $n$-adic relationship. To keep the $n$-adic relationship the…

Discrete Mathematics · Computer Science 2018-05-31 Xavier Ouvrard , Jean-Marie Le Goff , Stéphane Marchand-Maillet

Eigenvector centrality is a standard network analysis tool for determining the importance of (or ranking of) entities in a connected system that is represented by a graph. However, many complex systems and datasets have natural multi-way…

Social and Information Networks · Computer Science 2019-03-25 Austin R. Benson

Let $G$ be a graph on $n$ vertices and $\lambda_1\geq \lambda_2\geq \ldots \geq \lambda_n$ its eigenvalues. The Estrada index of $G$ is defined as $EE(G)=\sum_{i=1}^n e^{\lambda_i}.$ In this work, we using an increasing sequence converging…

Combinatorics · Mathematics 2019-06-28 Juan R. Carmona , Jonnathan Rodríguez

Hypergraphs have been a powerful tool to represent higher-order interactions, where hyperedges can connect an arbitrary number of nodes. Quantifying the relative importance of nodes and hyperedges in hypergraphs is a fundamental problem in…

Social and Information Networks · Computer Science 2026-03-03 Qing Xu , Chunmeng Liu , Changjiang Bu , Jihong Shen

Let $G$ be a connected graph and let $F$ be a connected subgraph of $G$ with a given structure. We consider that the centrality of a vertex $i$ of $G$ is determined by the centrality of other vertices in all subgraphs contain $i$ and…

Combinatorics · Mathematics 2024-11-20 Qingying Zhang , Lizhu Sun , Changjiang Bu

Let $G$ be a graph on $n$ vertices and $\lambda_1,\lambda_2,\ldots,\lambda_n$ its eigenvalues. The Estrada index of $G$ is defined as $EE(G)=\sum_{i=1}^n e^{\lambda_i}.$ In this work, using a different demonstration technique, new lower…

Spectral Theory · Mathematics 2019-07-01 Juan L. Aguayo , Juan R. Carmona , Jonnathan Rodríguez

The D-eigenvalues {\mu}_1,{\mu}_2,...,{\mu}_{n} of a connected graph G are the eigenvalues of its distance matrix. The distance Estrada index of G is defined in [15] as DEE=DEE(G)=\Sigma_{i=1}^n e^{{\mu}_{i}} In this paper, we give better…

Combinatorics · Mathematics 2012-05-08 Ş. Burcu Bozkurt , Durmuş Bozkurt

Subgraph centrality, introduced by Estrada and Rodr\'iguez-Vel\'azquez in [12], has become a widely used centrality measure in the analysis of networks, with applications in biology, neuroscience, economics and many other fields. It is also…

Combinatorics · Mathematics 2023-04-18 Nikita Deniskin , Michele Benzi

In graph-theoretical terms, an edge in a graph connects two vertices while a hyperedge of a hypergraph connects any more than one vertices. If the hypergraph's hyperedges further connect the same number of vertices, it is said to be…

Systems and Control · Electrical Eng. & Systems 2024-11-05 Shaoxuan Cui , Guofeng Zhang , Hildeberto Jardón-Kojakhmetov , Ming Cao

In graphs, the concept of adjacency is clearly defined: it is a pairwise relationship between vertices. Adjacency in hypergraphs has to integrate hyperedge multi-adicity: the concept of adjacency needs to be defined properly by introducing…

Combinatorics · Mathematics 2018-09-05 Xavier Ouvrard , Jean-Marie Le Goff , Stephane Marchand-Maillet
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