Network Analysis Resources & Updates
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Архів дописів
📃Network Traffic Analysis Based on Graph Neural Networks: A Scoping Review
🗓 Publish year: 2025
📘Journal: Big Data and Cognitive Computing (I.F=4.4)
🧑💻Authors: Ruonan Wang, Jinjing Zhao, Hongzheng Zhang,Liqiang He, Hu Li and Minhuan Huang
🏢Universities: Institute of Systems Engineering, Academy of Military Sciences, People’s Liberation Army, Beijing 100101, China.
📎 Study paper
📱Channel: @ComplexNetworkAnalysis
#paper #Traffic #GNN #review
📃Engineering Reliable Graph Neural Networks: A Systems Perspective
🗓 Publish year: 2025
🧑💻Authors: Giancarlo Manuele, Alessia Romano, Luca Ferri. ...
🏢Universities: University of Pisa, Sapienza University of Rome, Politecnico di Milano - Italy
📎 Study paper
📱Channel: @ComplexNetworkAnalysis
#review #gnn #scalability #relaible
🎞 Network Analysis with Gephi / Digital Tools for Research
💥Free recorded workshop
💥 This workshop will provide a hands-on introduction to network analysis and visualisation using Gephi, a free open-source tool.
📽 Watch
📱Channel: @ComplexNetworkAnalysis
#video #Gephi #Digital_Tools #Research
📄 Visualization Tasks for Unlabelled Graphs
🗓Publish year: 2025
🧑💻Authors: Matt I. B. Oddo , Ryan Smith , Stephen Kobourov , ...
🏢Universities: University of British Columbia. Canada - Technical University of Munich, Germany
📎 Study the paper
📲Channel: @Bioinformatics
#review #unlabelled #network_structure
📃Social network analysis in football: a systematic review of performance and tactical applications
🗓 Publish year: 2025
📘Journal: Frontiers in Psychology (I.F=2.9)
🧑💻Authors: Ricardo Alves, Gonçalo Dias, Nuno Andre Nunes,
Sergio M. Querido , and Vasco Vaz
🏢Universities: University of Coimbra, Coimbra, Portugal and University of Lisbon, Lisboa, Portugal
📎 Study paper
📱Channel: @ComplexNetworkAnalysis
#paper #football #tactical_applications #review
📄 A Survey of Generalization of Graph Anomaly Detection: From Transfer Learning to Foundation Models
🗓Publish year: 2025
🧑💻Authors: Junjun Pan, Yu Zheng, Yue Tan, Yixin Liu
🏢University: Griffith University, Australia
📎 Study the paper
📲Channel: @Bioinformatics
#review #anomaly #transfer
Repost from Bioinformatics
📑 A comprehensive review of cluster methods for drug–drug interaction network
📕 Journal: Quantitative Biology (I.F.=1.4)
🗓Publish year: 2025
🧑💻Authors: Shuyuan Cao, Guixia Liu, Xiangrun Zhou, Ji Lv
🏢Universities: Jilin University & Zhejiang Normal University, China
📎 Study the paper
📲Channel: @Bioinformatics
#review #cluster #drug
📃Trustworthy GNNs with LLMs: A Systematic Review and Taxonomy
🗓 Publish year: 2025
🧑💻Authors: Ruizhan Xue, Huimin Deng, Fang He, Maojun Wang, Zeyu Zhang
🏢University: Huazhong Agricultural University
📎 Study paper
📱Channel: @ComplexNetworkAnalysis
#paper #Trustworthy #GNN #LLM #Taxonomy #Review
📃Basic issues and challenges of statistical network
analysis
🗓 Publish year: 2025
📘Journal: Communications for Statistical Applications and Methods (I.F=0.6)
🧑💻Authors: Jaehee Kim
🏢University: Duksung Women’s University, Korea
📎 Study paper
📱Channel: @ComplexNetworkAnalysis
#paper #issues #challenges #statistical
📃Basic issues and challenges of statistical network
analysis
🗓 Publish year: 2025
📘Journal: Communications for Statistical Applications and Methods
🧑💻Authors: Jaehee Kim
🏢University: Duksung Women’s University, Korea
📎 Study paper
📱Channel: @ComplexNetworkAnalysis
#paper #issues #challenges #statistical
📽 Introduction to Graph Theory: A Computer Science Perspective
📹 Watch
⚡️Channel: @ComplexNetworkAnalysis
#video #basics
📃An Overview of Heterogeneous Social Network Analysis
🗓 Publish year: 2025
📘Journal: WIREs Data Mining and Knowledge Discovery (I.F=11.7 )
🧑💻Authors: Deepti Singh, Ankita Verma
🏢Universities: Jaypee Institute of Information Technology (Deemed University), Noida, Uttar Pradesh, India
📎 Study paper
📱Channel: @ComplexNetworkAnalysis
#paper #Heterogeneous
🎥 Practical Trends in Graph & AI
🎞 Watch
⚡️Channel: @ComplexNetworkAnalysis
+1
📄 Network analysis used to investigate the symptoms of cancer patients during chemotherapy: a scoping review
🗓 Publish year: 2025
📘Journal: Discover Oncology (I.F. = 2.9)
🧑💻Authors: Xiaodan Shao, Na Wang, Ke Tang, Kunning Wang,...
🏢Universities: University of South China & Hengyang Medical School, University of South China, China
📎 Study paper
⚡️Channel: @ComplexNetworkAnalysis
#review #cancer #chemotherapy
+1
📃 Graph Attention Networks: A Comprehensive Review of Methods and Applications
🗓 Publish year: 2025
📓Journal: Future Internet (I.F. = 3.6)
🧑💻Authors: Aristidis G. Vrahatis,Konstantinos Lazaros & Sotiris Kotsiantis
🏢Universities: Ionian University & University of Patras, Greece
📎 Study paper
⚡️Channel: @ComplexNetworkAnalysis
#review #attention
Repost from Bioinformatics
📑 A Survey of Graph Neural Networks for Drug Discovery: Recent Developments and Challenges
🗓Publish year: 2025
🧑💻Authors: Katherine Berry and Liang Cheng
🏢University: University of Toledo, USA
📎 Study the paper
📲Channel: @Bioinformatics
#review #gnn #drug
+1
📑 Deep graph anomaly detection: A survey and new perspectives
🗓 Publish year: 2025
📗Journal: IEEE Transactions on Knowledge and Data Engineering (I.F. = 10.4)
🧑💻Authors: Hezhe Qiao, Hanghang Tong, Bo An, ...
🏢Universities: Singapore Management University, University of Illinois at Urbana-Champaign, Nanyang Technological University, ...
📎 Study paper
⚡️Channel: @ComplexNetworkAnalysis
#review #anomaly #deep
📹 Mathematical Models of Social Connectivity: The Role of Transitivity and Clustering
🎞 Watch
⚡️Channel: @ComplexNetworkAnalysis
#video #clustering_coefficeint #transitivity
+2
📃 A Survey of Link Prediction in Temporal Networks
🗓 Publish year: 2025
🧑💻Authors: Jiafeng Xiong, Ahmad Zareie and Rizos Sakellariou
🏢Universities: University of Manchester & University of Sheffield, UK
📎 Study paper
⚡️Channel: @ComplexNetworkAnalysis
#review #link_prediction #temporal
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