Network Analysis Resources & Updates

📃Recent advances in network-based methods for disease gene prediction 🗓 Publish year: 2020 📘Journal: Briefings in Bioinformatics (I.F=6.8) 🧑‍💻Authors: Sezin Kircali Ata, Min Wu, Yuan Fang, Le Ou-Yang, Chee Keong Kwoh and Xiao-Li Li 🏢Universites: Nanyang Technological University (NTU), Singapore Management University, Singapore, 📎 Study paper 📱Channel: @ComplexNetworkAnalysis #paper #disease #gene #prediction

🎓 Graph Neural Networks in Intrusion Detection 📘A thesis submitted in fulfilment of the requirements for the degree of MSc. Computer Science 🗓Publish year: 2024 🧑‍💻Author: Nuno Ferreira 🏢University: University of Porto in Portugal 📎Study Thesis 📱Channel: @ComplexNetworkAnalysis #Thesis #GNN #Intrusion_Detection

📃A Comprehensive Survey on Deep Graph Representation Learning Methods 🗓 Publish year: 2023 📘Journal: Journal of Artificial Intelligence Research 🧑‍💻Authors: Ijeoma Amuche Chikwendu, Xiaoling Zhang, Isaac Osei Agyemang, Isaac Adjei-Mensah 🏢University: University of Electronic Science and Technology of China 📎 Study paper 📱Channel: @ComplexNetworkAnalysis #paper #Deep #Graph #Representation_Learning #survey

🎓New graph learning approaches for exploring gene and protein function 📗Doctoral Thesis from ETH Zurich 🗓Publish year: 2024 📎 Study thesis 📲Channel: @Bioinformatics #thesis #network #gene #protein #graph #deep_learning #gnn

📃Graph Neural Networks in Point Clouds: A Survey 🗓 Publish year: 2024 📘Journal: Remote Sensing (4.9 ) 🧑‍💻Authors: y Dilong Li, Chenghui Lu, Ziyi Chen, Jianlong Guan, Jing Zhao and Jixiang Du 🏢University: Huaqiao University, Xiamen 361021, China 📎 Study paper 📱Channel: @ComplexNetworkAnalysis #paper #GNN #Point #Clouds #survey

📃 A Short Survey on Graph Neural Networks Based Stock Market Prediction Models 🗓 Publish year: 2024 📘 Conference: The Nineteenth International Conference on Internet and Web Applications and Services 🧑‍💻Authors: Lei Zhou, Jian Yu, Samaneh Madanian , Guiling Wang , Sira Yongchareon, Yuqi Zhang 🗺 Country: China , New Zealand 📎 Study the paper 📲Channel: @ComplexNetworkAnalysis #paper #Survey #GNN #Stock_Market #Prediction

🎞Graph Neural Networks for Biomedical Data 💥Free recorded tutorial by Marinka Zitnik. 📽 Watch 📱Channel: @ComplexNetworkAnalysis #video #GNN #Biomedical

📃Disinformation detection using graph neural networks: a survey 🗓 Publish year: 2024 📘Journal: Artificial Intelligence Review (10.7) 🧑‍💻Authors: Batool Lakzaei, Mostafa Haghir Chehreghani & Alireza Bagheri 🏢University: Amirkabir University of Technology (Tehran Polytechnic), Tehran, Iran 📎 Study paper 📱Channel: @ComplexNetworkAnalysis #paper #Disinformation #GNN #survey

🎞Theoretical Foundations of Graph Neural Networks 💥Deriving graph neural networks (GNNs) from first principles, motivating their use, and explaining how they have emerged along several related research lines. 📽 Watch 📱Channel: @ComplexNetworkAnalysis #video #Theoretical_Foundations #GNN

📃A Review of Visibility Graph Analysis 🗓 Publish year: 2024 📘Journal: IEEE Access (3.4) 🧑‍💻Authors: Hadis Azizi, Sadegh Sulaimany 🏢Universities: University of Kurdistan, Sanandaj, Iran 📎 Study paper 📱Channel: @ComplexNetworkAnalysis #paper #Visibility_Graph #review

📃From time-series transcriptomics to gene regulatory networks: A review on inference methods 🗓 Publish year: 2023 📘Journal: PLOS Computational Biology 🧑‍💻Authors: Malvina Marku ,Vera Pancaldi 🏢Universities: University of Toulouse III-Paul Sabatier, France 📎 Study paper 📱Channel: @ComplexNetworkAnalysis #paper #time_series #transcriptomics #gene #inference #review

📃Connecting the dots: Computational network analysis for disease insight and drug repurposing 🗓 Publish year: 2024 📘Journal: Current Opinion in Structural Biology (COSB) (I.F=6.1) 🧑‍💻Authors: Nicoleta Siminea, Eugen Czeizler, Victor-Bogdan Popescu, Ion Petre and Andrei Paun 🏢Universities: University of Bucharest, Romania University of Helsinki, Finland 📎 Study paper 📱Channel: @ComplexNetworkAnalysis #paper #Connecting #Computational #disease #drug #repurposing

🎓Comparing link prediction and classification for Gene-Disease association discovery 📕MSc thesis from University of Lisbon, Portugal 🗓Publish year: 2024 📎 Study thesis 📲Channel: @Bioinformatics #thesis #gene_disease #Link_prediction

📃A Survey of Intelligent End-to-End Networking Solutions: Integrating Graph Neural Networks and Deep Reinforcement Learning Approaches 🗓 Publish year: 2024 📘Journal: Electronics (I.F=2.6) 🧑‍💻Authors: Prohim Tam ,Seyha Ros ,Inseok Song ,Seungwoo Kang andSeokhoon Kim 🏢University: Soonchunhyang University, Republic of Korea 📎 Study paper 📱Channel: @ComplexNetworkAnalysis #paper #Intelligent #GNN #Deep #Reinforcement_Learning #survey

📃Graph neural networks: a survey on the links between privacy and security 🗓 Publish year: 2024 📘Journal: Artificial Intelligence Review (I.F=10.7) 🧑‍💻Authors: Faqian Guan, Tianqing Zhu, Wanlei Zhou & Kim-Kwang Raymond Choo 🏢University: China University of Geosciences, University of Technology Sydney, City University of Macau, Taipei, Macau, niversity of Texas at San Antonio, San Antonio, TX, 78249-0631, USA 📎 Study paper 📱Channel: @ComplexNetworkAnalysis #paper #GNN #link #privacy #security #survey

📃 A Survey on Fake News Detection in Social Media Using Graph Neural Networks 🗓 Publish year: 2024 📘Journal: Journal of Al-Qadisiyah for Computer Science and Mathematics 🧑‍💻Authors: Alaa Safaa Mahdi, Narjis Mezaal Shati 🏢University: Mustansiriyah University 🗺 Country: Iraq 📎 Study the paper 📲Channel: @ComplexNetworkAnalysis #paper #Survey #GNN

🎓 Machine Learning for Graph Algorithms and Representations 📘A Thesis Submitted to the Faculty in partial fulfillment of the requirements for the degree of Doctor of Philosophy in Engineering Sciences 🗓Publish year: 2024 🧑‍💻Author: Allison Mann 🏢University: College Hanover, New Hampshire 📎Study Thesis 📱Channel: @ComplexNetworkAnalysis #Thesis #Machine_Learning #Algorithms #Representations

📃Knowledge mapping of graph neural networks for drug discovery: a bibliometric and visualized analysis 🗓 Publish year: 2024 📘Journal: Frontiers in Pharmacology (I.F=4.4) 🧑‍💻Authors: Rufan Yao, Zhenhua Shen, Xinyi Xu, Guixia Ling, Rongwu Xiang, Tingyan Song, Fei Zhai and Yuxuan Zhai 🏢University: Shenyang Pharmaceutical University, Shenyang, China 📎 Study paper 📱Channel: @ComplexNetworkAnalysis #paper #Knowledge #mapping #GNN #drug #discovery #visualized

📃 Quantum-Social Network Analysis for Community Detection: A Comprehensive Review 🗓 Publish year: 2024 📘Journal: IEEE Transactions on Computational Social Systems (I.F: 5.61) 🧑‍💻Authors: Samya Muhuri; Shashank Sheshar Singh 🏢University: Thapar Institute of Engineering and Technology 🗺 Country: India 📎 Study the paper 📲Channel: @ComplexNetworkAnalysis #paper #Quantum #Social_Network #Community_Detection #Review

📃A Review of Graph Neural Networks in Epidemic Modeling 🗓 Publish year: 2024 🧑‍💻Authors: Zewen Liu, Guancheng Wan, B. Aditya Prakash, Max S. Y. Lau, Wei Jin 🏢Universities: Emory University, College of Computing Georgia Institute of Technology 📎 Study paper 📱Channel: @ComplexNetworkAnalysis #paper #GNN #Epidemic #review