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Forwarded from Bioinformatics
πŸ“‘ A Survey of Graph Neural Networks for Drug Discovery: Recent Developments and Challenges

πŸ—“Publish year: 2025

πŸ§‘β€πŸ’»Authors: Katherine Berry and Liang Cheng
🏒University: University of Toledo, USA

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πŸ“²Channel: @Bioinformatics
#review #gnn #drug
πŸ‘2
πŸ“ƒ Graph Attention Networks: A Comprehensive Review of Methods and Applications

πŸ—“ Publish year: 2025
πŸ““Journal: Future Internet (I.F. = 3.6)

πŸ§‘β€πŸ’»Authors: Aristidis G. Vrahatis,Konstantinos Lazaros & Sotiris Kotsiantis
🏒
Universities: Ionian University & University of Patras, Greece

πŸ“Ž Study paper

⚑️Channel: @ComplexNetworkAnalysis
#review #attention
πŸ‘2
πŸ“„ Network analysis used to investigate the symptoms of cancer patients during chemotherapy: a scoping review

πŸ—“ Publish year: 2025
πŸ“˜Journal: Discover Oncology (I.F. = 2.9)

πŸ§‘β€πŸ’»Authors: Xiaodan Shao, Na Wang, Ke Tang, Kunning Wang,...
🏒
Universities: University of South China & Hengyang Medical School, University of South China, China

πŸ“Ž Study paper

⚑️Channel: @ComplexNetworkAnalysis
#review #cancer #chemotherapy
πŸ‘2❀1
πŸ“ƒAn Overview of Heterogeneous Social Network Analysis

πŸ—“ Publish year: 2025
πŸ“˜
Journal: WIREs Data Mining and Knowledge Discovery (I.F=11.7 )

πŸ§‘β€πŸ’»Authors: Deepti Singh, Ankita Verma
🏒Universities: Jaypee Institute of Information Technology (Deemed University), Noida, Uttar Pradesh, India

πŸ“Ž Study paper

πŸ“±Channel: @ComplexNetworkAnalysis
#paper #Heterogeneous
πŸ‘3
πŸ“ƒBasic issues and challenges of statistical network analysis

πŸ—“ Publish year: 2025
πŸ“˜
Journal: Communications for Statistical Applications and Methods (I.F=0.6)

πŸ§‘β€πŸ’»Authors: Jaehee Kim
🏒University: Duksung Women’s University, Korea

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πŸ“±Channel: @ComplexNetworkAnalysis
#paper #issues #challenges #statistical
πŸ‘1
πŸ“ƒTrustworthy GNNs with LLMs: A Systematic Review and Taxonomy

πŸ—“ Publish year: 2025

πŸ§‘β€πŸ’»Authors: Ruizhan Xue, Huimin Deng, Fang He, Maojun Wang, Zeyu Zhang
🏒University: Huazhong Agricultural University

πŸ“Ž Study paper

πŸ“±Channel: @ComplexNetworkAnalysis
#paper #Trustworthy #GNN #LLM #Taxonomy #Review
πŸ‘3
Forwarded from Bioinformatics
πŸ“‘ A comprehensive review of cluster methods for drug–drug interaction network

πŸ“• Journal: Quantitative Biology (I.F.=1.4)
πŸ—“Publish year: 2025

πŸ§‘β€πŸ’»Authors: Shuyuan Cao, Guixia Liu, Xiangrun Zhou, Ji Lv
🏒Universities: Jilin University & Zhejiang Normal University, China

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πŸ“²Channel: @Bioinformatics
#review #cluster #drug
πŸ‘5
πŸ“„ A Survey of Generalization of Graph Anomaly Detection: From Transfer Learning to Foundation Models

πŸ—“Publish year: 2025

πŸ§‘β€πŸ’»Authors: Junjun Pan, Yu Zheng, Yue Tan, Yixin Liu
🏒University: Griffith University, Australia

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πŸ“²Channel: @Bioinformatics
#review #anomaly #transfer
πŸ‘2
πŸ“ƒSocial network analysis in football: a systematic review of performance and tactical applications

πŸ—“ Publish year: 2025
πŸ“˜
Journal: Frontiers in Psychology (I.F=2.9)

πŸ§‘β€πŸ’»Authors: Ricardo Alves, GonΓ§alo Dias, Nuno Andre Nunes,
Sergio M. Querido , and Vasco Vaz

🏒Universities: University of Coimbra, Coimbra, Portugal and University of Lisbon, Lisboa, Portugal

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πŸ“±Channel: @ComplexNetworkAnalysis
#paper #football #tactical_applications #review
πŸ‘1
πŸ“„ Visualization Tasks for Unlabelled Graphs

πŸ—“Publish year: 2025

πŸ§‘β€πŸ’»Authors: Matt I. B. Oddo , Ryan Smith , Stephen Kobourov , ...
🏒Universities: University of British Columbia. Canada - Technical University of Munich, Germany

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πŸ“²Channel: @Bioinformatics
#review #unlabelled #network_structure
πŸ‘2❀1
πŸ“ƒEngineering Reliable Graph Neural Networks: A Systems Perspective

πŸ—“ Publish year: 2025

πŸ§‘β€πŸ’»Authors: Giancarlo Manuele, Alessia Romano, Luca Ferri. ...
🏒Universities: University of Pisa, Sapienza University of Rome, Politecnico di Milano - Italy

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πŸ“±Channel: @ComplexNetworkAnalysis
#review #gnn #scalability #relaible
πŸ‘3
πŸ“ƒNetwork Traffic Analysis Based on Graph Neural Networks: A Scoping Review

πŸ—“ Publish year: 2025
πŸ“˜
Journal: Big Data and Cognitive Computing (I.F=4.4)

πŸ§‘β€πŸ’»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.

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πŸ“±Channel: @ComplexNetworkAnalysis
#paper #Traffic #GNN #review
❀1
πŸ“„ Graph Anomaly Detection in Time Series: A Survey

πŸ“— Journal: IEEE Access (I.F.=3.4)
πŸ—“
Publish year: 2025

πŸ§‘β€πŸ’»Authors: Thi Kieu Khanh Ho; Ali Karami; Narges Armanfard
🏒University: McGill University, Canada

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⚑️Channel: @ComplexNetworkAnalysis
#review #time_series #anomaly
πŸ‘2
πŸ“ƒ Heterogeneous network-based algorithms in the biomedical data mining: A review from technical perspective

πŸ“™ Journal: Informatics and Health
πŸ—“
Publish year: 2024

πŸ§‘β€πŸ’»Authors: Shirui Yu, Aihua Li, Yifei Chen,...
🏒University: Chinese Academy of Medical Sciences, Beijing, China

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⚑️Channel: @ComplexNetworkAnalysis
#review #Heterogeneous #biomedical