Network Analysis Resources & Updates

📃Link Prediction in Social Networks: A Review 🗓 Publish year: 2024 📘Conference: 2024 International Conference on Emerging Innovations and Advanced Computing (INNOCOMP) 🧑‍💻Authors: Meghana Sreeya Veeramallu, Harshitha Reddy Mallu, Ramadasu B 🏢Universities: Chaitanya Bharathi Institute of Technology, India 📎 Study paper 📱Channel: @ComplexNetworkAnalysis #paper #Link_Prediction #review

🎬 Inferring Biological Networks 💥 from Claudia Solis-Lemus, Wisconsin Institutes for Discovery, UW-Madison 🎞 Watch 📲Channel: @Bioinformatics #video #network

📄 Systematic Review of Fake News, Propaganda, and Disinformation: Examining Authors, Content, and Social Impact through Machine Learning 📗 Journal: IEEE ACCESS (I.F.=3.4) 🗓 Publish year: 2025 🧑‍💻Authors: D. Plikynas, I. Rizgelienė, G. Korvel,... 🏢University: Vilnius university, Vilnius, Lithuania 📎 Study the paper ⚡️Channel: @ComplexNetworkAnalysis #review #fake_news

📃A Survey on Graph Neural Networks and its Applications in Various Domains 🗓Publish year: 2025 🧑‍💻Authors: Tejaswini R. Murgod, P. Srihith Reddy, Shamitha Gaddam, S. Meenakshi Sundaram & C. Anitha 🏢University: BNM Institute of Technology, NITTE Meenakshi Institute of Technology, 📎 Study the paper 📲Channel: @ComplexNetworkAnalysis #Paper #Survey #GNN #Application

📄 A comprehensive bibliometric analysis on social network anonymization: current approaches and future directions 📕 Journal: Knowledge and Information System (I.F.=2.5) 🗓 Publish year: 2025 🧑‍💻Authors: Navid Yazdanjue, Hossein Yazdanjouei, Hassan Gharoun,... 🏢University: - University of Technology Sydney, Ultimo, Australia - Urmia University, Urmia &Iran University of Science and Technology, Iran 📎 Study the paper ⚡️Channel: @ComplexNetworkAnalysis #review #anonymization

📃A comprehensive survey on graph neural network accelerators 🗓 Publish year: 2025 📘Journal: Frontiers of Computer Science (I.F=3.4) 🧑‍💻Authors: Jingyu LIU, Shi CHEN, Li SHEN 🏢Universities: School of Computer, National University of Defense Technology, Changsha 410073, China 📎 Study paper 📱Channel: @ComplexNetworkAnalysis #paper #GNN #survey

📃Understanding When and Why Graph Attention Mechanisms Work via Node Classification 🗓Publish year: 2024 🧑‍💻Authors: Didier A. Vega-Oliveros, Alneu de Andrade Lopes, Lilian Berton 🏢University: Northwestern Polytechnical University, Shanghai Artificial Intelligence Laboratory, Shanghai Jiaotong University 📎 Study the paper 📲Channel: @ComplexNetworkAnalysis #Paper #GAT #Attention #node_classification

📑 Enhancing Molecular Network-Based Cancer Driver Gene Prediction Using Machine Learning Approaches: Current Challenges and Opportunities 📓 Journal: Journal of Cellular and Molecular Medicine (I.F.=4.3) 🗓Publish year: 2025 🧑‍💻Authors: Hao Zhang, Chaohuan Lin, Ying'ao Chen, ... 🏢Universities: Wenzhou Medical University - University of Chinese Academy of Sciences, China 📎 Study the paper 📲Channel: @Bioinformatics #review #cancer #network #driver_gene #machine_learning

🎞 Intro to Graph Analytics in Python 🎥 Watch ⚡️Channel: @ComplexNetworkAnalysis #video #graph #python

🎞 Machine Learning with Graphs: hyperbolic graph embeddings 💥Free recorded course by Prof. Jure Leskovec 💥 This part focused on graph representation learning in Euclidean embedding spaces. In this lecture, we introduce hyperbolic embedding spaces, which are great for modeling hierarchical, tree-like graphs. Moreover, we introduce basics for hyperbolic geometry models, which leads to the idea of hyperbolic GNNs. More details can be found in the paper: Hyperbolic Graph Convolutional Neural Networks 📽 Watch 📲Channel: @ComplexNetworkAnalysis #video #course #Graph #GNN #Machine_Learning

📑Can Graph Neural Networks be Adequately Explained? A Survey 📗 Journal: ACM Computing Surveys (🔥I.F.=23.8) 🗓 Publish year: 2025 🧑‍💻Authors: Xuyan Li, Jie Wang, Zheng Yan 🏢University: Xidian University, China 📎 Study the paper ⚡️Channel: @ComplexNetworkAnalysis #review #gnn #explainability

📃Exploring the use of social network analysis methods in process improvement within healthcare organizations: a scoping review 🗓 Publish year: 2024 📘Journal: BMC Health Services Research (I.F=2.7) 🧑‍💻Authors: Troy Francis، Morgan Davidson، Laura Senese، Lianne Jeffs، Reza Yousefi-Nooraie، Mathieu Ouimet، Valeria Rac، Patricia Trbovich 🏢Universities: University of Toronto, Toronto, Canada. North York General Hospital, North York, Canada. University Health Network, Toronto, ON, Canada. University of Rochester, New York, USA. 📎 Study paper 📱Channel: @ComplexNetworkAnalysis #paper #healthcare #organizations #review

🎞 Link Prediction with GraphSage explained | step-by-step 🎥 Watch ⚡️Channel: @ComplexNetworkAnalysis #video #link_prediction #gnn

📃Research Output, Key Topics, and Trends in Productivity, Visibility, and Collaboration in Social Sciences Research on COVID-19: A Scientometric Analysis and Visualization 🗓 Publish year: 2024 📘Journal: SAGE Open (I.F=2) 🧑‍💻Authors: Walaa Hamdan, Hanan Alsuqaih 🏢Universities: College of Humanities and Social Sciences, Princess Nourah bint Abdulrahman University, Airport Road, P.O.Box 84428, Riyadh 11671, Saudi Arabia. 📎 Study paper 📱Channel: @ComplexNetworkAnalysis #paper #Visibility #Collaboration #Productivity #Scientometric #COVID_19 #Visualization

📽 Introduction to Network Analysis using NetworkX 🎞 Watch ⚡️Channel: @ComplexNetworkAnalysis #video #networkx

📃A Survey of Graph Neural Networks for Social Recommender Systems 🗓 Publish year: 2024 🧑‍💻Authors: KARTIK SHARMA, YEON-CHANG LEE, SIVAGAMI NAMBI,... 🏢Universities: Georgia Institute of Technology, Ulsan National Institute of Science and Technology, Hanyang University. 📎 Study paper 📲Channel: @ComplexNetworkAnalysis #paper #Graph #GNN #Survey

📃Finding the Connections: A Scoping Review of Epistemic Network Analysis in Science Education 🗓 Publish year: 2024 📘Journal: Journal of Science Education and Technology (I.F=4.2) 🧑‍💻Authors: Joshua W. Reid, Jennifer Parrish, Shifath Bin Syed, Brock Couch 🏢Universities: Texas Tech University, Lubbock, TX, 79409, USA. University of Northern Colorado, Greeley, CO, 80639, USA. Loyola University Maryland, Baltimore, MD, 21210, USA. 📎 Study paper 📱Channel: @ComplexNetworkAnalysis #paper #Connections #Epistemic #Science #Education #review

📄 Graph Artificial Intelligence in Medicine 📕 Journal: Annual Review of Biomedical Data Science (I.F.=7) 🧑‍💻Authors: Ruth Johnson, Michelle M. Li, Ayush Noori,... 🏢Universities: Harvard Medical School- Harvard John A. Paulson School of Engineering and Applied Sciences, USA 📎 Study the paper ⚡️Channel: @ComplexNetworkAnalysis #review #ai #medicine