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351 Results Found

  • Article
  • Open Access
4 Citations
5,696 Views
24 Pages

Invariant Graph Partition Comparison Measures

  • Fabian Ball and
  • Andreas Geyer-Schulz

15 October 2018

Symmetric graphs have non-trivial automorphism groups. This article starts with the proof that all partition comparison measures we have found in the literature fail on symmetric graphs, because they are not invariant with regard to the graph automor...

  • Article
  • Open Access
1,027 Views
20 Pages

23 July 2025

Many challenges in solving large graph coloring through parallel strategies remain unresolved. Previous algorithms based on Pregel-like frameworks, such as Apache Giraph, encounter parallelism bottlenecks due to sequential execution and the need for...

  • Article
  • Open Access
489 Views
18 Pages

31 January 2026

This study aims to investigate the computation of the partition dimension of various anti-myocardial infarction drugs, a graph-theoretical invariant of molecular graphs representing these drugs, for understanding and computationally characterizing st...

  • Communication
  • Open Access
3 Citations
2,293 Views
12 Pages

18 March 2023

OpenMOC-HEX, a neutron transport calculation code with hexagonal modular ray tracing, has the capability of domain decomposition parallelism based on an MPI parallel programming model. In this paper, the optimization of inter-node communication was s...

  • Article
  • Open Access
1,569 Views
13 Pages

Near-Data Source Graph Partitioning

  • Furong Chang,
  • Hao Guo,
  • Farhan Ullah,
  • Haochen Wang,
  • Yue Zhao and
  • Haitian Zhang

13 November 2024

Recently, numerous graph partitioning approaches have been proposed to distribute a big graph to machines in a cluster for distributed computing. Due to heavy communication overhead, these graph partitioning approaches always suffered from long ingre...

  • Feature Paper
  • Article
  • Open Access
4 Citations
3,524 Views
17 Pages

Graph Partitions in Chemistry

  • Ioannis Michos and
  • Vasilios Raptis

31 October 2023

We study partitions (equitable, externally equitable, or other) of graphs that describe physico-chemical systems at the atomic or molecular level; provide examples that show how these partitions are intimately related with symmetries of the systems;...

  • Article
  • Open Access
5 Citations
2,178 Views
13 Pages

The Application of Fault-Tolerant Partition Resolvability in Cycle-Related Graphs

  • Kamran Azhar,
  • Sohail Zafar,
  • Agha Kashif,
  • Amer Aljaedi and
  • Umar Albalawi

23 September 2022

The concept of metric-related parameters permeates all of graph theory and plays an important role in diverse networks, such as social networks, computer networks, biological networks and neural networks. The graph parameters include an incredible to...

  • Article
  • Open Access
1 Citations
5,222 Views
15 Pages

17 September 2019

We present a mapping between rooted tree decompositions and node separator based multilevel graph partitions. Significant research into both tree decompositions and graph partitions exists. We hope that our result allows for an easier knowledge trans...

  • Article
  • Open Access
2,012 Views
19 Pages

Dual Clustering-Based Method for Geospatial Knowledge Graph Partitioning

  • Yuxuan Chen,
  • Feifei Ou,
  • Qiliang Liu,
  • Gusheng Wu,
  • Kaiqi Chen,
  • Min Deng,
  • Meihua Chen and
  • Rui Xu

19 November 2024

Geospatial knowledge graphs provide critical technology for integrating geographic information and semantic knowledge, which are very useful for geographic data analysis. As the scale of geospatial knowledge graphs continues to grow, the distributed...

  • Article
  • Open Access
5 Citations
4,990 Views
19 Pages

The number of subtrees, or simply the subtree number, is one of the most studied counting-based graph invariants that has applications in many interdisciplinary fields such as phylogenetic reconstruction. Motivated from the study of graph surgeries o...

  • Article
  • Open Access
1 Citations
3,097 Views
19 Pages

The Domatic Partition Problem in Separable Graphs

  • Mercedes Landete and
  • José Luis Sainz-Pardo

18 February 2022

The domatic partition problem consists of partitioning a given graph into a maximum number of disjoint dominating sets. This problem is related with the domatic number problem, which consists of quantifying this maximum number of disjoint dominating...

  • Communication
  • Open Access
22 Citations
5,193 Views
25 Pages

Figures of Graph Partitioning by Counting, Sequence and Layer Matrices

  • Mihaela Aurelia Tomescu,
  • Lorentz Jäntschi and
  • Doina Iulia Rotaru

18 June 2021

A series of counting, sequence and layer matrices are considered precursors of classifiers capable of providing the partitions of the vertices of graphs. Classifiers are given to provide different degrees of distinctiveness for the vertices of the gr...

  • Article
  • Open Access
10 Citations
4,568 Views
19 Pages

Using Graph Partitioning for Scalable Distributed Quantum Molecular Dynamics

  • Hristo N. Djidjev,
  • Georg Hahn,
  • Susan M. Mniszewski,
  • Christian F. A. Negre and
  • Anders M. N. Niklasson

7 September 2019

The simulation of the physical movement of multi-body systems at an atomistic level, with forces calculated from a quantum mechanical description of the electrons, motivates a graph partitioning problem studied in this article. Several advanced algor...

  • Article
  • Open Access
1 Citations
2,885 Views
16 Pages

A Graph Similarity Algorithm Based on Graph Partitioning and Attention Mechanism

  • Fengyu Miao,
  • Xiuzhuang Zhou,
  • Shungen Xiao and
  • Shiliang Zhang

25 September 2024

In recent years, graph similarity algorithms have been extensively developed based on neural networks. However, with an increase in the node count in graphs, these models either suffer from a reduced representation ability or face a significant incre...

  • Article
  • Open Access
2 Citations
3,738 Views
19 Pages

14 February 2022

In time-evolving graphs, the graph changes at each time interval, and the previously computed results become invalid. We addressed this issue for the traveling salesman problem (TSP) in our previous work and proposed an incremental algorithm where th...

  • Article
  • Open Access
1 Citations
3,091 Views
11 Pages

21 November 2018

The vertex k-partiteness of graph G is defined as the fewest number of vertices whose deletion from G yields a k-partite graph. In this paper, we characterize the extremal value of the reformulated first Zagreb index, the multiplicative-sum Zagreb in...

  • Feature Paper
  • Article
  • Open Access
15 Citations
6,224 Views
21 Pages

Dual Graph Partitioning Highlights a Small Group of Pseudoknot-Containing RNA Submotifs

  • Swati Jain,
  • Cigdem S. Bayrak,
  • Louis Petingi and
  • Tamar Schlick

25 July 2018

RNA molecules are composed of modular architectural units that define their unique structural and functional properties. Characterization of these building blocks can help interpret RNA structure/function relationships. We present an RNA secondary st...

  • Article
  • Open Access
1 Citations
1,035 Views
10 Pages

20 May 2025

The Maximum Colored Cut problem aims to seek a bipartition of the vertex set of a graph, maximizing the number of colors in the crossing edges. It is a classical Max-Cut problem if the host graph is rainbow. Let mcc(G) denote the maximum number of co...

  • Article
  • Open Access
1 Citations
4,569 Views
30 Pages

An Edge-Based Approach to Partitioning and Overlapping Graph Clustering with User-Specified Density

  • Rohi Tariq,
  • Kittichai Lavangnananda,
  • Pascal Bouvry and
  • Pornchai Mongkolnam

31 December 2023

Graph clustering has received considerable attention recently, and its applications are numerous, ranging from the detection of social communities to the clustering of computer networks. It is classified as an NP-class problem, and several algorithms...

  • Article
  • Open Access
24 Citations
1,760 Views
10 Pages

2 August 2022

In this article, the performance indices on consensus problems for three-layered, multiagent systems are studied from the perspective of algebraic graph theory, where the indices can be used as a measurement of the system performance and refer to the...

  • Article
  • Open Access
9 Citations
3,229 Views
20 Pages

Distributed Detection of Large-Scale Internet of Things Botnets Based on Graph Partitioning

  • Kexiang Qian,
  • Hongyu Yang,
  • Ruyu Li,
  • Weizhe Chen,
  • Xi Luo and
  • Lihua Yin

17 February 2024

With the rapid growth of IoT devices, the threat of botnets is becoming increasingly worrying. There are more and more intelligent detection solutions for botnets that have been proposed with the development of artificial intelligence. However, due t...

  • Review
  • Open Access
1,897 Views
21 Pages

18 October 2023

A novel non-centralised dispatch strategy is presented for wake redirection to optimise large-scale offshore wind farms operation, creating a balanced control between power production and fatigue thrust loads evenly among the wind turbines. This appr...

  • Article
  • Open Access
902 Views
18 Pages

24 July 2025

This article presents ant algorithms for single- and multi-criteria industrial optimization problems. A common factor in these algorithms is the determination of the set with the maximum number of cliques, which represent the solution to multidimensi...

  • Article
  • Open Access
612 Views
25 Pages

LPGGNet: Learning from Local–Partition–Global Graph Representations for Motor Imagery EEG Recognition

  • Nanqing Zhang,
  • Hongcai Jian,
  • Xingchen Li,
  • Guoqian Jiang and
  • Xianlun Tang

23 November 2025

Objectives: Existing motor imagery electroencephalography (MI-EEG) decoding approaches are constrained by their reliance on sole representations of brain connectivity graphs, insufficient utilization of multi-scale information, and lack of adaptabili...

  • Article
  • Open Access
4 Citations
3,584 Views
21 Pages

25 December 2023

Attack investigation is a crucial technique in proactively defending against sophisticated attacks. Its purpose is to identify attack entry points and previously unknown attack traces through comprehensive analysis of audit data. However, a major cha...

  • Article
  • Open Access
2 Citations
2,857 Views
18 Pages

Parallel Learning of Dynamics in Complex Systems

  • Xueqin Huang,
  • Xianqiang Zhu,
  • Xiang Xu,
  • Qianzhen Zhang and
  • Ailin Liang

15 December 2022

Dynamics always exist in complex systems. Graphs (complex networks) are a mathematical form for describing a complex system abstractly. Dynamics can be learned efficiently from the structure and dynamics state of a graph. Learning the dynamics in gra...

  • Article
  • Open Access
3,247 Views
21 Pages

On Zero-Divisor Graphs of Zn When n Is Square-Free

  • Kholood Alnefaie,
  • Nanggom Gammi,
  • Saifur Rahman and
  • Shakir Ali

28 February 2025

In this article, some properties of the zero-divisor graph Γ(Zn) are investigated when n is a square-free positive integer. It is shown that the zero-divisor graph Γ(Zn) of ring Zn is a (2k2)-partite graph when the prime decomposit...

  • Article
  • Open Access
5 Citations
6,768 Views
25 Pages

Content Sharing Graphs for Deduplication-Enabled Storage Systems

  • Maohua Lu,
  • Cornel Constantinescu and
  • Prasenjit Sarkar

10 April 2012

Deduplication in storage systems has gained momentum recently for its capability in reducing data footprint. However, deduplication introduces challenges to storage management as storage objects (e.g., files) are no longer independent from each other...

  • Article
  • Open Access
1 Citations
4,197 Views
17 Pages

At present, with the explosive growth of data scale, subgraph matching for massive graph data is difficult to satisfy with efficiency. Meanwhile, the graph index used in existing subgraph matching algorithm is difficult to update and maintain when fa...

  • Article
  • Open Access
336 Views
46 Pages

13 January 2026

The computational tractability of Integrated Information Theory (IIT) is fundamentally constrained by the exponential cost of identifying the Minimum Information Partition (MIP), which is required to quantify integrated information (Φ). Existing...

  • Article
  • Open Access
1,522 Views
25 Pages

Grid Partition-Based Dynamic Spatial–Temporal Graph Convolutional Network for Large-Scale Traffic Flow Forecasting

  • Lifeng Gao,
  • Liujia Chen,
  • Agen Qiu,
  • Qinglian Wang,
  • Jianlong Wang,
  • Cai Chen,
  • Fuhao Zhang and
  • Geli Ou’er

Accurate forecasting of city-level large-scale traffic flow is crucial for efficient traffic management and effective transport planning. However, previously proposed traffic flow prediction methods model dynamic spatial correlations across entire tr...

  • Article
  • Open Access
3 Citations
4,836 Views
15 Pages

21 September 2017

Existing marine sensor networks acquire data from sea areas that are geographically divided, and store the data independently in their affiliated sea area data centers. In the case of marine events across multiple sea areas, the current network struc...

  • Feature Paper
  • Article
  • Open Access
2,105 Views
26 Pages

19 August 2023

Using the notions of clique partitions and edge clique covers of graphs, we consider the corresponding incidence structures. This connection furnishes lower bounds on the negative eigenvalues and their multiplicities associated with the adjacency mat...

  • Article
  • Open Access
455 Views
22 Pages

16 December 2025

The Border Gateway Protocol (BGP) is the core protocol for inter-domain routing on the Internet. However, due to its lack of built-in security authentication mechanisms, BGP is highly vulnerable to misconfigurations or malicious route announcements,...

  • Article
  • Open Access
9 Citations
2,665 Views
17 Pages

7 May 2022

In this study, a novel concept of picture fuzzy threshold graph (PFTG) is introduced. It has been shown that PFTGs are free from alternating 4-cycle and it can be constructed by repeatedly adding a dominating or an isolated node. Several properties a...

  • Proceeding Paper
  • Open Access
1 Citations
1,026 Views
13 Pages

We ask whether there exist non-isomorphic trace monoids over a fixed alphabet that have the same average parallelism. This question is related to the bivariate generating series F which counts traces by their height and length; trace monoids with the...

  • Article
  • Open Access
1 Citations
2,623 Views
15 Pages

A Regional Protection Partition Strategy Considering Communication Constraints and Its Implementation Techniques

  • Zhenxing Li,
  • Yang Gong,
  • Lu Wang,
  • Hong Tan,
  • Prominent Lovet Kativu and
  • Pengfei Wang

20 September 2018

Regional protection based on multisource information of a regional power network depends on communication technology. A partition strategy considering communication constraints and implementation techniques must be considered to realize the regional...

  • Article
  • Open Access
1,284 Views
16 Pages

Fuzzy Coalition Graphs: A Framework for Understanding Cooperative Dominance in Uncertain Networks

  • Yongsheng Rao,
  • Srinath Ponnusamy,
  • Sundareswaran Raman,
  • Aysha Khan and
  • Jana Shafi

19 November 2024

In a fuzzy graph G, a fuzzy coalition is formed by two disjoint vertex sets V1 and V2, neither of which is a strongly dominating set, but the union V1V2 forms a strongly dominating set. A fuzzy coalition partition of G is defined as Π={V1,V2,...

  • Proceeding Paper
  • Open Access
874 Views
9 Pages

In this work, the concept of equitable partition is applied to molecular graphs to define quantitative descriptors of the symmetry and complexity of molecules, with the ultimate goal of shedding new light on the structure–property relationships...

  • Article
  • Open Access
2,402 Views
14 Pages

16 November 2022

Spectral clustering algorithms are often used to find clusters in the community detection problem. Recently, a degree-corrected spectral clustering algorithm was proposed. However, it is only used for partitioning graphs which are generated from stoc...

  • Article
  • Open Access
21 Citations
5,025 Views
12 Pages

23 March 2018

This paper presents a comparative analysis of three partitioning methods, including Fast Greedy, Random Walk, and Metis, which are commonly used to establish the district metered areas (DMAs) in water distribution systems. The performance of the part...

  • Article
  • Open Access
2 Citations
2,281 Views
13 Pages

Partition and Colored Distances in Graphs Induced to Subsets of Vertices and Some of Its Applications

  • Mohammad Javad Nadjafi-Arani,
  • Mahsa Mirzargar,
  • Frank Emmert-Streib and
  • Matthias Dehmer

8 December 2020

If G is a graph and P is a partition of V(G), then the partition distance of G is the sum of the distances between all pairs of vertices that lie in the same part of P. A colored distance is the dual concept of the partition distance. These notions a...

  • Article
  • Open Access
1,244 Views
16 Pages

28 December 2024

At present, the method of using rule set partitioning technology to assist in constructing multiple decision trees for packet classification has been widely recognized. Rule set partitioning demonstrates a unique symmetry-breaking mechanism, systemat...

  • Article
  • Open Access
14 Citations
4,371 Views
15 Pages

End-to-End Deep Graph Convolutional Neural Network Approach for Intentional Islanding in Power Systems Considering Load-Generation Balance

  • Zhonglin Sun,
  • Yannis Spyridis,
  • Thomas Lagkas,
  • Achilleas Sesis,
  • Georgios Efstathopoulos and
  • Panagiotis Sarigiannidis

27 February 2021

Intentional islanding is a corrective procedure that aims to protect the stability of the power system during an emergency, by dividing the grid into several partitions and isolating the elements that would cause cascading failures. This paper propos...

  • Article
  • Open Access
28 Citations
4,357 Views
25 Pages

13 December 2019

Graph learning methods, especially graph convolutional networks, have been investigated for their potential applicability in many fields of study based on topological data. Their topological data processing capabilities have proven to be powerful. Ho...

  • Feature Paper
  • Article
  • Open Access
1 Citations
2,360 Views
21 Pages

2 November 2022

A diffusion-taking value in probability-measures on a graph with vertex set V, iVxiδi is studied. The masses on each vertex satisfy the stochastic differential equation of the form dxi=jN(i)xixjdBij on the simplex, where {...

  • Article
  • Open Access
6 Citations
3,292 Views
15 Pages

8 August 2022

The article formulates the Dictionary Recognition problem, which is relevant for a wide range of applied problems: word recognition in a noisy audio signal for natural language processing tasks or in a noisy electromagnetic signal, recognition of vis...

  • Article
  • Open Access
1 Citations
1,703 Views
14 Pages

26 December 2022

This work studies the first-order coherence of noisy multi-agent networks with multi-layered structures. The coherence, which is a sort of performance index of networks, can be seen as a sort of measurement for a system’s robustness. Graph oper...

  • Article
  • Open Access
2 Citations
1,444 Views
19 Pages

23 May 2024

This paper presents an approach to community detection in complex networks by simultaneously incorporating a connectivity-based metric and Max-Min Modularity. By leveraging the connectivity-based metric and employing a heuristic algorithm, we develop...

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