Network Analysis Resources & Updates

📹 Graph Engineering 🎞 Watch ⚡️Channel: @ComplexNetworkAnalysis #video #graph_engineering

📃 Introduction to Graph Neural Networks for Machine Learning Engineers 📘 Journal: ACM Computing Surveys (🔥I.F.=28) 🗓 Publish year: 2026 🧑‍💻Authors: James Tanis, Chris Giannella, Adrian Mariano, ... 🏢Universities: The MITRE Corporation - National Cancer Institute Shady Grove Campus, United States 📎 Study the paper ⚡️Channel: @ComplexNetworkAnalysis #review #graph_neural_network #machine_learning

📄 Graph Neural Networks Applications Across Domains: All Insights You Need 📕 Journal: arXiv preprint (not yet peer-reviewed) 🗓 Publish year: 2026 🧑‍💻Authors: Abderaouf Bahi 🏢University: Chadli Bendjedid University of El Tarf, Algeria 📎 Study the paper ⚡️Channel: @ComplexNetworkAnalysis #GNN #GraphNeuralNetworks #Survey

📑 A review on the use of complex networks in science education research 🗓 Publish year: 2026 🧑‍💻Authors: Paula Tuz´on, Juan Garc´ıa-Castillo, and Juan Fern´andez-Gracia 🏢University: Universidad de Valencia, Spain 📎 Study the paper ⚡️Channel: @ComplexNetworkAnalysis #review #science #education

📄 Time-Dependent Graph Generation: A Survey 🗓 Publish year: 2026 🧑‍💻Authors: Quang Nguyen, Muhammad Farhan, Asiri Wijesinghe 🏢University: The Australian National University, Australia 📎 Study the paper ⚡️Channel: @ComplexNetworkAnalysis #review #graph_generation #time

📃 Graph Representation Learning in Complex Networks: Recent Advances and Open Challenges 📓 Journal: Journal of Artificial Intelligence for Automation 🗓 Publish year: 2026 🧑‍💻Authors: Yue Yang, Dongxu Li, Ziwen Cui, ... 🏢University: Chinese Academy of Sciences & University of Chinese Academy of Sciences & Xinjiang Normal University, China 📎 Study the paper ⚡️Channel: @ComplexNetworkAnalysis #review #graph_representation

📑 Knowledge Graphs Meet Graph Neural Networks: A Comprehensive Survey 📗 Journal: Biomolecules (I.F.=4.8) 🗓Publish year: 2026 🧑‍💻Authors: Chengcheng Sun, Jiayun Tian, Cheng Zhai, ... 🏢Universities: China University of Mining and Technology, China - University of Illinois at Chicago, United States 📎 Study the paper ⚡️Channel: @ComplexNetworkAnalysis #review #knowledge_graph #gnn

📃 Temporal network analysis in systems biology: concepts, inference, and validation 📕 Journal: Frontiers in Bioinformatics (I.F.=3.6) 🗓Publish year: 2026 🧑‍💻Authors: Abir Khazaal, Fatemeh Vafaee 🏢University: University of New South Wales, Sydney, Australia 📎 Study the paper 📲Channel: @Bioinformatics #review #temporal #systems_biology

📄 A Survey of Large Language Models for Data Challenges in Graphs 📕 Journal: Expert Systems with Applications (I.F.=7.5) 🗓Publish year: 2026 🧑‍💻Authors: Mengran Li, Pengyu Zhang, Wenbin Xing, ... 🏢University: Shenzhen Campus of Sun Yat-sen University & Chang’an University, China - University of Amsterdam, Amsterdam, Netherlands - Aarhus University, Denmark 📎 Study the paper 📲Channel: @Bioinformatics #review #llm

📹 Real-World Network Analysis: From Theory to Practice 🎞 Watch ⚡️Channel: @ComplexNetworkAnalysis #video #example

📖 A Survey of Graph-Based Frameworks (Representing Higher-Order Networks) 💥Free Book 🗓Publish year: 2026 🧑‍💻Authors: Takaaki Fujita and Florentin Smarandache 🏢University: University of New Mexico, USA 🌐 Study ⚡️Channel: @ComplexNetworkAnalysis #book #framework #graph

📃 Multilayer network science: theory, methods, and applications 📔 Journal: Journal of Complex Networks (I.F.=1.5) 🗓 Publish year: 2026 🧑‍💻Authors: Alberto Aleta, Andreia Sofia Teixeira, Guilherme Ferraz de Arruda, ... (17 Authors) 🏢University: University of Zaragoza, Spain - Northeastern University London & Northeastern University, United Kingdom & United States - Universidade de Lisboa, Portugal, University of Campinas, Brazil, Aix-Marseille University, France, Institute for Scientific Interchange (ISI), Italy 📎 Study the paper ⚡️Channel: @ComplexNetworkAnalysis #review #multilayer

📑 Multilayer Networks in Finance: A Systematic Review 🗓 Publish year: 2026 🧑‍💻Authors: J Scattergood & T Oléron-Evans 🏢University: University College London, England 📎 Study the paper ⚡️Channel: @ComplexNetworkAnalysis #review #multi_layer #finance

📄 Graph Learning in Bioinformatics: A Survey of Graph Neural Network Architectures, Biological Graph Construction and Bioinformatics Applications 📘 Journal: Biomolecules (I.F.=4.8) 🗓Publish year: 2026 🧑‍💻Authors: Lijia Deng, Ziyang Dong, Zhengling Yang, ... 🏢University: University of Electronic Science and Technology of China, China 📎 Study the paper 📲Channel: @Bioinformatics #review #gnn #graph

📃 A Survey on Graph Neural Networks 📙 Journal: IEEE Access (I.F.=3.6) 🗓 Publish year: 2026 🧑‍💻Authors: Xinyang Zhang; Shengrong Li; Haoran Li, ... 🏢Universities: Nanjing University of Aeronautics and Astronautics, China - Monash University & The University of Queensland & University of Wollongong, Australia 📎 Study the paper ⚡️Channel: @ComplexNetworkAnalysis #review #graph_neural_network #gnn

📹 AI for Complex Network Analysis and prediction 🎞 Watch ⚡️Channel: @ComplexNetworkAnalysis #video #ai #prediction