Network Analysis Resources & Updates

📹 Identifying Influential Individuals in Complex Networks 🎞 Watch ⚡️Channel: @ComplexNetworkAnalysis #video #influential_node

📄 Network pharmacology in the multi-omics era: uncovering novel therapeutic strategies 📕 Journal: Discover Chemistry (I.F.=4.6) 🗓 Publish year: 2026 🧑‍💻Authors: Kalyani Ramprasad Thombre, Vaishnavi Gabhane, Krishna Radheshyam Gupta, ... 🏢University: Kishoritai Bhoyar College of Pharmacy, India 📎 Study the paper 🗯 Article summary: Network pharmacology represents a transformative approach in drug discovery, moving away from the traditional "one-drug, one-target" model to a systems-oriented framework that acknowledges the complexity of diseases through the integration of multi-omics data and computational methodologies. This review synthesizes current advancements in network pharmacology, highlighting its potential to enhance drug repurposing, precision medicine, and multi-target therapeutic strategies while addressing challenges related to data quality, methodological biases, and the need for rigorous experimental validation. ⚡️Channel: @ComplexNetworkAnalysis #review #pharmacology #omics

📃 A survey on learning from graphs with heterophily: recent advances and future directions 📓 Journal: Frontiers of Computer Science (I.F.=4.6) 🗓 Publish year: 2026 🧑‍💻Authors: Cheng-Hua Gong, Yao Cheng, Jian-Xiang Yu, ... 🏢University: East China Normal University & Microsoft Research Asia, China - Nanyang Technological University, Singapore 📎 Study the paper ⚡️Channel: @ComplexNetworkAnalysis #review #hetrophily

📑 Ideological Isolation in Online Social Networks: A Survey of Computational Definitions, Metrics, and Mitigation Strategies 🗓 Publish year: 2026 🧑‍💻Authors: Xiaodan Wang, Yanbin Liub, Shiqing Wu, ... 🏢University: Yanbian University, China - Auckland University of Technology, New Zealand - University of Tasmania, Australia 📎 Study the paper ⚡️Channel: @ComplexNetworkAnalysis #review #isolation

📃 Transformers for Graph-based Recommender Systems: A Survey 📕 Journal: Machine Intelligence Research (I.F.=8.7) 🗓 Publish year: 2026 🧑‍💻Authors: Lorenzo Zangari, Silvio Raso & Andrea Tagarelli 🏢University: University of Calabria, Italy 📎 Study the paper ⚡️Channel: @ComplexNetworkAnalysis #review #transformer #recommender

🎥 AI in Graph Learning 🎞 Watch ⚡️Channel: @ComplexNetworkAnalysis #video #graph_learning #ai

📄 Graph-based Spatio-Temporal Analytics: A Systematic Review 📕 Journal: Networks and Spatial Economics (I.F.=1.5) 🗓 Publish year: 2026 🧑‍💻Authors: Farah Ilyana Hairuddin, Suhaibah Azri & Uznir Ujang 🏢University: Universiti Teknologi Malaysia, Johor, Malaysia 📎 Study the paper ⚡️Channel: @ComplexNetworkAnalysis #review #spatio #temporal

📃 Power and Control in Complex Networks: A Taxonomy and Critical Review 🗓 Publish year: 2026 🧑‍💻Authors: Alessio Abeltino, Tiziano Bacaloni, Andrea Bernardini, ... 🏢University: Fondazione Ugo Bordoni, Italy. 📎 Study the paper ⚡️Channel: @ComplexNetworkAnalysis #review #control #power

📑 Graph Transformers: A Survey 📙 Journal: IEEE Access (I.F.=3.6) 🗓 Publish year: 2025 🧑‍💻Authors: Ahsan Shehzad , Feng Xia, Shagufta Abid, ... 🏢Universities: Dalian University of Technology, China - RMIT University & Federation University Australia, Australia 📎 Study the paper ⚡️Channel: @ComplexNetworkAnalysis #review #transformers

🎥 Introduction to Neural Networks for Scientists 🎞 Watch ⚡️Channel: @ComplexNetworkAnalysis #video #neural_networks

📃Social Network Analysis: A Novel Paradigm for Improving Community Detection 🗓 Publish year: 2025 📘Journal: International Journal of Computational Intelligence Systems (I.F=3) 🧑‍💻Authors: Rodrigo Hernández , Inmaculada Gutiérrez, Javier Castro 🏢University: Complutense University of Madrid, Spain 📎 Study paper 📱Channel: @ComplexNetworkAnalysis #paper #Community_Detection

📃Navigating the Computational Landscape for Drug Repurposing 📘 Journal: Annual Review of Pharmacology and Toxicology (I.F.=13.1) 🗓Publish year: 2026 🧑‍💻Authors: Andrea Álvarez-Pérez, Lucía Prieto-Santamaría, Ana I. Casas,... 🏢University: Universidad Politécnica de Madrid, Spain - Maastricht University, The Netherlands - University Clinic Essen, Germany - Harvard Medical School, USA 📎 Study the paper 📲Channel: @Bioinformatics #review #drug #repurposing

📑 A Topical Review of Graph Embedding in Graph Neural Networks 📗 Journal: IEEE Access (I.F.=3.6) 🗓 Publish year: 2025 🧑‍💻Authors: WB De Lemos, LDAM Ribeiro, VT Da Silva, ... 🏢Universities: Federal University of Rio Grande (FURG) & State University of Maringá (UEM), Brazil 📎 Study the paper ⚡️Channel: @ComplexNetworkAnalysis #review #embedding #gnn

📄 Graph Neural Networks for Collaborative Filtering: A Survey on Ranking Prediction 📗 Journal: IEEE Access (I.F.=3.6) 🗓 Publish year: 2026 🧑‍💻Authors: Tin T. Tran, Loc Tan Nguyen and Nguyen Ngoc Phien 🏢University: Ton Duc Thang University, Vietnam 📎 Study the paper ⚡️Channel: @ComplexNetworkAnalysis #review #gnn #collaborative_filtering

📃 A Survey of Link Prediction in Temporal Networks 📙 Journal: SN Computer Science 🗓 Publish year: 2026 🧑‍💻Authors: Jiafeng Xiong, Ahmad Zareie, Rizos Sakellariou 🏢Universities: University of Manchester & University of Bradford, UK 📎 Study the paper ⚡️Channel: @ComplexNetworkAnalysis #review #link_predition #temporal

📑 A comprehensive review of recommender systems: Transitioning from theory to practice 📘 Journal: Computer Science Review (I.F.=12.7) 🗓 Publish year: 2026 🧑‍💻Authors: Shaina Raza, Mizanur Rahman, Safiullah Kamawal, ... 🏢University: Vector Institute, Toronto, Canada 📎 Study the paper ⚡️Channel: @ComplexNetworkAnalysis #review #recommender_system

📽 Introduction to NetworkX in Python for Graph Analysis and Network Science 🎞 Watch ⚡️Channel: @ComplexNetworkAnalysis #video #networkx #python

📄 A comprehensive survey of gene co-expression network analysis: methods, tools, challenges, and future directions 📔 Journal: Network Modeling Analysis in Health Informatics and Bioinformatics (I.F.=2) 🗓Publish year: 2025 🧑‍💻Authors: Pallabi Patowary, Dhruba K. Bhattacharyya & Jugal Kumar Kalita 🏢Universities: Golaghat Engineering College & Tezpur University, India - University of Colorado, USA 📎 Study the paper 📲Channel: @Bioinformatics #review #co_expression #gene

📄 Network renormalization 📓 Journal: Nature reviews physics (🔥I.F.=39.5) 🗓 Publish year: 2025 🧑‍💻Authors: Andrea Gabrielli, Diego Garlaschelli, Subodh P. Patil, ... 🏢Universities: Universit`a degli Studi ‘Roma Tre’ & Istituto dei Sistemi Complessi (ISC), Italy - University of Leiden, The Netherlands - Universitat de Barcelona Institute of Complex Systems (UBICS), Spain 📎 Study the paper ⚡️Channel: @ComplexNetworkAnalysis #review #normalization

📃 LLM-empowered knowledge graph construction: A survey 🗓Publish year: 2025 🧑‍💻Authors: Haonan Bian 🏢University: Xidian University, China 📎 Study the paper ⚡️Channel: @ComplexNetworkAnalysis #review #llm #knowledge_graph