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1,040 Results Found

  • Article
  • Open Access
5 Citations
3,271 Views
14 Pages

Dynamic Community Detection Based on Evolutionary DeepWalk

  • Song Qu,
  • Yuqing Du,
  • Mu Zhu,
  • Guan Yuan,
  • Jining Wang,
  • Yanmei Zhang and
  • Xiangyu Duan

11 November 2022

To fully characterize the evolution process of the topological structure of dynamic communities, we propose a dynamic community detection based on Evolutionary DeepWalk (DEDW) for the high-dimensional data and dynamic characteristics. First, DEDW sol...

  • Article
  • Open Access
5 Citations
2,704 Views
22 Pages

Dynamic Community Detection Method of a Social Network Based on Node Embedding Representation

  • Bo Zhang,
  • Yifei Mi,
  • Lele Zhang,
  • Yuping Zhang,
  • Maozhen Li,
  • Qianqian Zhai and
  • Meizi Li

13 December 2022

The node embedding method enables network structure feature learning and representation for social network community detection. However, the traditional node embedding method only focuses on a node’s individual feature representation and ignore...

  • Article
  • Open Access
6 Citations
1,705 Views
16 Pages

26 July 2023

Local overlapping community detection is a hot problem in the field of studying complex networks. It is the process of finding dense clusters based on local network information. This paper proposes a method called local greedy extended dynamic overla...

  • Article
  • Open Access
1 Citations
2,147 Views
28 Pages

Spatial community detection is a method that divides geographic spaces into several sub-regions based on spatial interactions, reflecting the regional spatial structure against the background of human mobility. In recent years, spatial community dete...

  • Article
  • Open Access
11 Citations
8,852 Views
26 Pages

Local Community Detection in Dynamic Graphs Using Personalized Centrality

  • Eisha Nathan,
  • Anita Zakrzewska,
  • Jason Riedy and
  • David A. Bader

29 August 2017

Analyzing massive graphs poses challenges due to the vast amount of data available. Extracting smaller relevant subgraphs allows for further visualization and analysis that would otherwise be too computationally intensive. Furthermore, many real data...

  • Article
  • Open Access
809 Views
21 Pages

A Community Detection Model Based on Dynamic Propagation-Aware Multi-Hop Feature Aggregation

  • Chao Lei,
  • Yuzhi Xiao,
  • Sheng Jin,
  • Tao Huang,
  • Chuang Zhang and
  • Meng Cheng

10 October 2025

Community detection is a crucial technique for uncovering latent network structures, analyzing group behaviors, and understanding information dissemination pathways. Existing methods predominantly rely on static graph structural features, while negle...

  • Article
  • Open Access
17 Citations
7,171 Views
20 Pages

Core-Based Dynamic Community Detection in Mobile Social Networks

  • Hao Xu,
  • Yanli Hu,
  • Zhenwen Wang,
  • Jianwei Ma and
  • Weidong Xiao

6 December 2013

The topic of community detection in social networks has attracted a lot of attention in recent years. Existing methods always depict the relationship of two nodes using the snapshot of the network, but these snapshots cannot reveal the real relations...

  • Article
  • Open Access
3 Citations
1,309 Views
22 Pages

15 January 2025

There are many evolving dynamic networks in the real world, and community detection in dynamic networks is crucial in many complex network analysis applications. In this paper, a consensus community-based discrete spider wasp optimization (SWO) appro...

  • Article
  • Open Access
4 Citations
2,442 Views
24 Pages

25 August 2023

Detecting anomalies in data streams from smart communication environments is a challenging problem that can benefit from novel learning techniques. The Attention Mechanism is a very promising architecture for addressing this problem. It allows the mo...

  • Article
  • Open Access
11 Citations
2,702 Views
15 Pages

16 February 2023

Discovering communities in complex networks is essential in performing analyses, such as dynamics of political fragmentation and echo chambers in social networks. In this work, we study the problem of quantifying the significance of edges in a comple...

  • Article
  • Open Access
23 Citations
4,884 Views
25 Pages

Identifying Communities in Dynamic Networks Using Information Dynamics

  • Zejun Sun,
  • Jinfang Sheng,
  • Bin Wang,
  • Aman Ullah and
  • FaizaRiaz Khawaja

9 April 2020

Identifying communities in dynamic networks is essential for exploring the latent network structures, understanding network functions, predicting network evolution, and discovering abnormal network events. Many dynamic community detection methods hav...

  • Article
  • Open Access
493 Views
24 Pages

16 December 2025

Identifying abnormal group behavior formed by multi-type participants from large-scale historical industry and tax data is important for regulators to prevent potential criminal activity. We propose an Abnormal Alliance detection framework comprising...

  • Communication
  • Open Access
2 Citations
3,403 Views
13 Pages

Design of a Microwave Power Detection System in the 5G-Communication Frequency Band

  • Qingying Ren,
  • Wen Zuo,
  • Jie Xu,
  • Leisheng Jin,
  • Wei Li and
  • Debo Wang

10 April 2021

At present, the proposed microwave power detection systems cannot provide a high dynamic detection range and measurement sensitivity at the same time. Additionally, the frequency band of these detection systems cannot cover the 5G-communication frequ...

  • Article
  • Open Access
9 Citations
2,626 Views
24 Pages

15 January 2024

The link prediction problem is a time-evolving model in network science that has simultaneously abetted myriad applications and experienced extensive methodological improvement. Inferring the possibility of emerging links in dynamic social networks,...

  • Article
  • Open Access
2,997 Views
17 Pages

Community Detection Based on a Preferential Decision Model

  • Jinfang Sheng,
  • Ben Lu,
  • Bin Wang,
  • Jie Hu,
  • Kai Wang,
  • Xiaoxia Pan,
  • Qiangqiang Dong and
  • Dawit Aklilu

18 January 2020

The research on complex networks is a hot topic in many fields, among which community detection is a complex and meaningful process, which plays an important role in researching the characteristics of complex networks. Community structure is a common...

  • Article
  • Open Access
10 Citations
3,764 Views
18 Pages

Exploring the Inter-Monthly Dynamic Patterns of Chinese Urban Spatial Interaction Networks Based on Baidu Migration Data

  • Heping Jiang,
  • Shijia Luo,
  • Jiahui Qin,
  • Ruihua Liu,
  • Disheng Yi,
  • Yusi Liu and
  • Jing Zhang

The rapid development of the economy promotes the increasing of interactions between cities and forms complex networks. Many scholars have explored the structural characteristics of urban spatial interaction networks in China and have conducted spati...

  • Article
  • Open Access
5 Citations
3,513 Views
26 Pages

Dynamic Community Structure in Online Social Groups

  • Barbara Guidi and
  • Andrea Michienzi

5 March 2021

One of the main ideas about the Internet is to rethink its services in a user-centric fashion. This fact translates to having human-scale services with devices that will become smarter and make decisions in place of their respective owners. Online So...

  • Article
  • Open Access
9 Citations
7,864 Views
19 Pages

Evaluating Methods for Efficient Community Detection in Social Networks

  • Andreas Kanavos,
  • Yorghos Voutos,
  • Foteini Grivokostopoulou and
  • Phivos Mylonas

19 April 2022

Exploring a community is an important aspect of social network analysis because it can be seen as a crucial way to decompose specific graphs into smaller graphs based on interactions between users. The process of discovering common features between g...

  • Article
  • Open Access
5 Citations
1,300 Views
28 Pages

26 August 2025

Forecasting over dynamic graph environments necessitates modeling both long-term temporal dependencies and evolving structural patterns. We propose MaGNet-BN, a modular framework that simultaneously performs probabilistic forecasting and dynamic comm...

  • Article
  • Open Access
38 Citations
8,383 Views
21 Pages

Spatial structure is a fundamental characteristic of cities that influences the urban functioning to a large extent. While administrative partitioning is generally done in the form of static spatial division, understanding a more temporally dynamic s...

  • Article
  • Open Access
1,645 Views
24 Pages

The Distribution Characteristics and Influencing Factors of Global Armed Conflict Clusters

  • Mengmeng Hao,
  • Shijia Ma,
  • Dong Jiang,
  • Fangyu Ding,
  • Shuai Chen,
  • Jun Zhuo,
  • Genan Wu,
  • Jiping Dong and
  • Jiajie Wu

7 August 2025

Understanding the spatial dynamics and drivers of armed conflict is crucial for anticipating risk and informing targeted interventions. However, current research rarely considers the spatio-temporal clustering characteristics of armed conflicts. Here...

  • Article
  • Open Access
4 Citations
1,940 Views
20 Pages

28 July 2022

Detecting dynamic community structure in vehicle movements is helpful for revealing urban structures and human mobility patterns. Despite the fruitful research outcomes of community detection, the discovery of irregular-shaped and statistically signi...

  • Article
  • Open Access
15 Citations
5,434 Views
20 Pages

15 August 2023

Human-caused environmental change has profoundly impacted resource management and land use patterns in Bangladesh’s Chittagong Hill Tracts. This study used multi-temporal Landsat images from 1998, 2008, and 2018 to analyze land use and land cov...

  • Article
  • Open Access
9 Citations
5,988 Views
23 Pages

Urban space exhibits rich and diverse organizational structures, which is difficult to characterize and interpret. Modelling urban spatial structures in the context of mobility and revealing their underlying patterns in dynamic networks are key to un...

  • Article
  • Open Access
2 Citations
1,527 Views
32 Pages

31 May 2024

With the high proportion of renewable energy sources and power electronic devices accessed in the distribution network, the harmonic pollution problem has become increasingly serious. The traditional centralized harmonic mitigation strategy has diffi...

  • Article
  • Open Access
6 Citations
3,243 Views
18 Pages

Application of Community Detection Algorithm to Investigate the Correlation between Imaging Biomarkers of Tumor Metabolism, Hypoxia, Cellularity, and Perfusion for Precision Radiotherapy in Head and Neck Squamous Cell Carcinomas

  • Ramesh Paudyal,
  • Milan Grkovski,
  • Jung Hun Oh,
  • Heiko Schöder,
  • David Aramburu Nunez,
  • Vaios Hatzoglou,
  • Joseph O. Deasy,
  • John L. Humm,
  • Nancy Y. Lee and
  • Amita Shukla-Dave

3 August 2021

The present study aimed to investigate the correlation at pre-treatment (TX) between quantitative metrics derived from multimodality imaging (MMI), including 18F-FDG-PET/CT, 18F-FMISO-PET/CT, DW- and DCE-MRI, using a community detection algorithm (CD...

  • Article
  • Open Access
47 Citations
9,509 Views
44 Pages

Predicting Community Evolution in Social Networks

  • Stanisław Saganowski,
  • Bogdan Gliwa,
  • Piotr Bródka,
  • Anna Zygmunt,
  • Przemysław Kazienko and
  • Jarosław Koźlak

11 May 2015

Nowadays, sustained development of different social media can be observed worldwide. One of the relevant research domains intensively explored recently is analysis of social communities existing in social media as well as prediction of their future e...

  • Article
  • Open Access
7 Citations
3,044 Views
22 Pages

19 November 2023

Currently, in most traditional VSLAM (visual SLAM) systems, static assumptions result in a low accuracy in dynamic environments, or result in a new and higher level of accuracy but at the cost of sacrificing the real–time property. In highly dy...

  • Article
  • Open Access
6 Citations
4,344 Views
27 Pages

Detection of Communities within the Multibody System Dynamics Network and Analysis of Their Relations

  • Daniel García-Vallejo,
  • Alfredo Alcayde,
  • Javier López-Martínez and
  • Francisco G. Montoya

17 December 2019

Multibody system dynamics is already a well developed branch of theoretical, computational and applied mechanics. Thousands of documents can be found in any of the well-known scientific databases. In this work it is demonstrated that multibody system...

  • Article
  • Open Access
4 Citations
3,512 Views
22 Pages

Temporal Community Detection and Analysis with Network Embeddings

  • Limengzi Yuan,
  • Xuanming Zhang,
  • Yuxian Ke,
  • Zhexuan Lu,
  • Xiaoming Li and
  • Changzheng Liu

21 February 2025

As dynamic systems, social networks exhibit continuous topological changes over time, and are typically modeled as temporal networks. In order to understand their dynamic characteristics, it is essential to investigate temporal community detection (T...

  • Article
  • Open Access
5 Citations
3,005 Views
24 Pages

Local Community Detection in Graph Streams with Anchors

  • Konstantinos Christopoulos,
  • Georgia Baltsou and
  • Konstantinos Tsichlas

12 June 2023

Community detection in dynamic networks is a challenging research problem. One of the main obstacles is the stability issues that arise during the evolution of communities. In dynamic networks, new communities may emerge and existing communities may...

  • Article
  • Open Access
3 Citations
2,675 Views
19 Pages

Because of the requirements of marine resources exploration and underwater cooperative operation, the underwater operation of common detection and communication equipment is difficult and unreliable. Therefore, it is urgent to establish an accurate u...

  • Article
  • Open Access
740 Views
22 Pages

Characterizing the Evolution of Multi-Scale Communities in Urban Road Networks

  • Yifan Wang,
  • Yi Li,
  • Xingwa Song,
  • Shilong Wang and
  • Ning Wang

21 October 2025

The growing abundance of traffic data offers new opportunities to uncover dynamic traffic patterns in urban road networks, providing valuable insights for promoting sustainable mobility. By leveraging these data, road segments can be grouped into com...

  • Article
  • Open Access
3 Citations
4,482 Views
19 Pages

16 December 2024

Social media analysis aims to collect and analyze social media user information and communication content. When people communicate through messages, phone calls, emails, and social media platforms, they leave various records on their devices and the...

  • Article
  • Open Access
1,725 Views
18 Pages

Abnormal Dynamic Reconstruction of Overlapping Communities in Schizophrenia Patients

  • Yuxiang Guo,
  • Xubin Wu,
  • Yumeng Sun,
  • Yanqing Dong,
  • Jie Sun,
  • Zize Song,
  • Jie Xiang and
  • Xiaohong Cui

Objective: This study aims to explore the changes in dynamic overlapping communities in the brains of schizophrenia (SZ) patients and further investigate the dynamic restructuring patterns of overlapping communities in SZ patients. Materials and Meth...

  • Article
  • Open Access
24 Citations
11,411 Views
31 Pages

A Comprehensive Study of Recent Path-Planning Techniques in Dynamic Environments for Autonomous Robots

  • Nour AbuJabal,
  • Mohammed Baziyad,
  • Raouf Fareh,
  • Brahim Brahmi,
  • Tamer Rabie and
  • Maamar Bettayeb

18 December 2024

This paper presents a comprehensive review of path planning in dynamic environments. This review covers the entire process, starting from obstacle detection techniques, through path-planning strategies, and also extending to formation control and com...

  • Article
  • Open Access
8 Citations
3,920 Views
16 Pages

25 January 2022

Community-based urban development is an inclusive approach for local service provision and management centered on the proactive partnerships between urban communities and local governments. Rooted in the deinstitutionalization of public services, the...

  • Article
  • Open Access
2 Citations
3,006 Views
22 Pages

20 September 2023

Community detection is an important task in the analysis of complex networks, which is significant for mining and analyzing the organization and function of networks. As an unsupervised learning algorithm based on the particle competition mechanism,...

  • Article
  • Open Access
2 Citations
1,698 Views
13 Pages

25 October 2024

As the communication distance changes, the received signal strength of an underwater optical communication system will change, and the range of its variation may not only exceed the dynamic range of the photoelectric detection device but also cause t...

  • Article
  • Open Access
3 Citations
3,183 Views
17 Pages

Detection of the Deep-Sea Plankton Community in Marine Ecosystem with Underwater Robotic Platform

  • Jiaxing Wang,
  • Mingqiang Yang,
  • Zhongjun Ding,
  • Qinghe Zheng,
  • Deqiang Wang,
  • Kidiyo Kpalma and
  • Jinchang Ren

10 October 2021

Variations in the quantity of plankton impact the entire marine ecosystem. It is of great significance to accurately assess the dynamic evolution of the plankton for monitoring the marine environment and global climate change. In this paper, a novel...

  • Article
  • Open Access
1,556 Views
17 Pages

Anomaly Detection Against Fake Base Station Threats Using Machine Learning

  • Amanul Islam,
  • Sourav Purification and
  • Sang-Yoon Chang

Mobile networking in 4G and 5G remains vulnerable against fake base stations. A fake base station can inject and manipulate the radio resource control (RRC) communication protocol to disable the user equipment’s connectivity. To motivate our re...

  • Article
  • Open Access
5 Citations
1,884 Views
15 Pages

4 February 2024

The increasing complexity of the space flight program and the increase in the duration of missions require an improvement in psychological monitoring tools for astronauts in orbit. This article summarizes the experience of using quantitative content...

  • Article
  • Open Access
7 Citations
3,052 Views
11 Pages

9 December 2019

For some IoV-based collision-avoidance architectures, it is not necessary that all vehicles have communication abilities. Hence, they need some particular designs and extra components. In the literature, one of them uses a camera mounted onto the inf...

  • Article
  • Open Access
2 Citations
2,232 Views
24 Pages

19 March 2025

Real-time anomaly detection in large, dynamic graph networks is crucial for real-world applications such as network intrusion prevention, fraud transaction identification, fake news detection in social networks, and uncovering abnormal communication...

  • Article
  • Open Access
2 Citations
2,361 Views
24 Pages

Outlier Detection and Prediction in Evolving Communities

  • Nikolaos Sachpenderis and
  • Georgia Koloniari

11 March 2024

Community detection in social networks is of great importance and is used in a variety of applications such as recommendation systems and targeted advertising. While detecting dense groups with high levels of connectivity and similar interests betwee...

  • Article
  • Open Access
2 Citations
3,576 Views
35 Pages

10 June 2025

In this study, we introduce an Unmanned Aerial Vehicle (UAV) centric visual semantic simultaneous localization and mapping (SLAM) framework that integrates RGB–D cameras, inertial measurement units (IMUs), and a 5G–enabled remote interact...

  • Article
  • Open Access
882 Views
13 Pages

This paper addresses the optimization problem for mobile jamming assistance schemes in cognitive covert communication (CR-CC), where cognitive users adopt the underlying mode for spectrum access, while an unmanned aerial vehicle (UAV) transmits the s...

  • Article
  • Open Access
12 Citations
3,817 Views
20 Pages

Longitudinal and Long-Term Wastewater Surveillance for COVID-19: Infection Dynamics and Zoning of Urban Community

  • Athmakuri Tharak,
  • Harishankar Kopperi,
  • Manupati Hemalatha,
  • Uday Kiran,
  • Gokulan C. G.,
  • Shivranjani Moharir,
  • Rakesh K. Mishra and
  • S. Venkata Mohan

Wastewater-based epidemiology (WBE) is emerging as a potential approach to study the infection dynamics of SARS-CoV-2 at a community level. Periodic sewage surveillance can act as an indicative tool to predict the early surge of pandemic within the c...

  • Article
  • Open Access
3 Citations
2,232 Views
21 Pages

Communication Delay Outlier Detection and Compensation for Teleoperation Using Stochastic State Estimation

  • Eugene Kim,
  • Myeonghwan Hwang,
  • Taeyoon Lim,
  • Chanyeong Jeong,
  • Seungha Yoon and
  • Hyunrok Cha

15 February 2024

There have been numerous studies attempting to overcome the limitations of current autonomous driving technologies. However, there is no doubt that it is challenging to promise integrity of safety regarding urban driving scenarios and dynamic driving...

  • Article
  • Open Access
5 Citations
2,388 Views
18 Pages

Laboratory-Controlled Experiments Reveal Microbial Community Shifts during Sediment Resuspension Events

  • Alexis DesRosiers,
  • Nathalie Gassama,
  • Cécile Grosbois and
  • Cassandre Sara Lazar

9 August 2022

In freshwater ecosystems, dynamic hydraulic events (floods or dam maintenance) lead to sediment resuspension and mixing with waters of different composition. Microbial communities living in the sediments play a major role in these leaching events, co...

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