🎞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.

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📱Channel: @ComplexNetworkAnalysis
#video #Theoretical_Foundations #GNN

📃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

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📱Channel: @ComplexNetworkAnalysis
#paper #Disinformation #GNN #survey

🎞Graph Neural Networks for Biomedical Data

💥Free recorded tutorial by Marinka Zitnik.

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📱Channel: @ComplexNetworkAnalysis
#video #GNN #Biomedical

📃 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

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📲Channel: @ComplexNetworkAnalysis
#paper #Survey #GNN #Stock_Market #Prediction

📃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

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📱Channel: @ComplexNetworkAnalysis
#paper #GNN #Point #Clouds #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

📃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

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📱Channel: @ComplexNetworkAnalysis
#paper #Deep #Graph #Representation_Learning #survey

🎓 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

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📱Channel: @ComplexNetworkAnalysis
#Thesis #GNN #Intrusion_Detection

📃 A survey on visualization approaches for exploring association relationships in graph data

🗓 Publish year: 2019
📘 Conference: The Nineteenth International Conference on Internet and Web Applications and Services

🧑‍💻Authors: Yi Chen, Zeli Guan, Rong Zhang, Xiaomin Du & Yunhai Wang
🗺 Country: China

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#paper #Survey #visualization #Graph_data

📃The Review of Ecological Network Indicators in Graph Theory
Context: 2014-2019

🗓 Publish year: 2021
📘Journal: International Journal of Environmental Research (IJER) (I.F=2.6)

🧑‍💻Authors: Hassan Darabi, Rastgar Hashemi, Faroq Lotfi
🏢University: University of Tehran, Iran

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📱Channel: @ComplexNetworkAnalysis
#paper #Ecological_Network #Indicators

📃 FairSNA: Algorithmic Fairness in Social Network Analysis

🗓 Publish year: 2024
📘 Journal: ACM Computing Surveys (I.F=23,8)

🧑‍💻Authors: Yi Chen, Zeli Guan, Rong Zhang, Xiaomin Du & Yunhai Wang
🗺 Country: Netherlands

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#paper #Survey #Fairness #Social_Network_Analysis

📃Network biology: Recent advances and challenges

🗓 Publish year: 2022
📘Journal: Gene & Protein in Disease (GPD)

🧑‍💻Author: Pei Wang
🏢University: Henan University, Kaifeng, P.R. China

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📱Channel: @ComplexNetworkAnalysis
#paper #biology #advances #challenges

📃Community detection in social networks using machine learning: a systematic mapping study

🗓 Publish year: 2024
📘Journal: Knowledge and Information Systems (I.F=2.5)

🧑‍💻Authors: Mahsa Nooribakhsh, Marta Fernández-Diego, Fernando González-Ladrón-De-Guevara. Mahdi Mollamotalebi
🏢University: Universitat Politècnica de València, Camino de Vera, s/n, 46022, Valencia, Spain and Islamic Azad University, Qazvin, Iran

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📱Channel: @ComplexNetworkAnalysis
#paper #Community_detection #Machine_learning #mapping

📃Use of social network analysis in health research: a scoping review protocol

🗓 Publish year: 2024
📘Journal: BMJ Open (I.F=2.4)

🧑‍💻Authors: Eshleen Grewal, Jenny Godley, Justine Wheeler, Karen L Tang
🏢University: University of Calgary, Calgary, Alberta, Canada

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📱Channel: @ComplexNetworkAnalysis
#paper #health #protocol #scoping_review

📃Graph Network Techniques to Model and Analyze Emergency Department Patient Flow

🗓 Publish year: 2022
📘Journal: Mathematics (I.F=2.3)

🧑‍💻Authors: Iris Reychav , Roger McHaney, Sunil Babbar, Krishanthi, Weragalaarachchi, Nadeem Azaizah and Alon Nevet
🏢University: Ariel University, Israel and Kansas State University, Manhattan, USA

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📱Channel: @ComplexNetworkAnalysis
#paper #Graph #Techniques #Emergency #Patient_Flow

📃Complex network analysis of cryptocurrency market during crashes

🗓 Publish year: 2024

🧑‍💻Authors: Kundan Mukhia, Anish Rai, SR Luwang, Md Nurujjaman, Sushovan Majhi, Chittaranjan Hens
🏢University: National Institute of Technology, 737139, Sikkim, India
The George Washington University, Washington, DC, 20052, Washington, USA
International Institute of Information Technology , Hyderabad, 500032, Telangana, India

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📱Channel: @ComplexNetworkAnalysis
#paper #cryptocurrency #crashes