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πŸ“ƒResearch on Topological Characteristics of Spatial Network Based on Complex Network Theory and Its Applications

πŸ—“ Publish year: 2024
πŸ“”Journal: Mathematics (I.F=2.3)

πŸ§‘β€πŸ’»Authors: Siqin Su, Jintao Liu,Yongqi Wang, ...
🏒Universities: Civil Aviation University of China, China

πŸ“Ž Study paper

⚑️Channel: @ComplexNetworkAnalysis
#review #spatial
πŸ‘1
A survey of data efficient graph learning .pdf
225.1 KB
πŸ“ƒA survey of data efficient graph learning

πŸ—“ Publish year: 2024

πŸ§‘β€πŸ’»Authors: Wei Ju, Siyu Yi , Yifan Wang , Qingqing Long , Junyu Luo , Zhiping Xiao , Ming Zhang
🏒Universities: Peking University, Nankai University,University of California Los Angeles

πŸ“Ž Study paper

πŸ“²Channel: @ComplexNetworkAnalysis
#paper #Graph #data #Survey
πŸ“ƒGraph Neural Networks: A Bibliometric Mapping of the Research Landscape and Applications

πŸ—“ Publish year: 2024
πŸ“˜
Journal: Information (I.F=2.4)

πŸ§‘β€πŸ’»Authors: Annielle Mendes Brito da Silva, Natiele Carla da Silva Ferreira, Luiza Amara Maciel Braga, Fabio Batista Mota, Victor Maricato, Luiz Anastacio Alves
🏒Universities: Oswaldo Cruz Institute, Oswaldo Cruz Foundation, Pontifical Catholic University of Rio de Janeiro, Karolinska Institutet

πŸ“Ž Study paper

πŸ“±Channel: @ComplexNetworkAnalysis
#paper #GNN #Mapping #Landscape #Applications
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Self-Supervised Temporal Graph Learning ο»Ώ.pdf
928 KB
πŸ“ƒSelf-Supervised Temporal Graph Learning with Temporal and Structural Intensity Alignment

πŸ—“ Publish year: 2024

πŸ§‘β€πŸ’»Authors: Meng Liu, Ke Liang, Yawei Zhao, Wenxuan Tu, Sihang Zhou، Xinbiao Gan, Xinwang Liu
🏒Universities: National University of Defense Technology

πŸ“Ž Study paper

πŸ“²Channel: @ComplexNetworkAnalysis
#paper #Graph #SelfSupervised
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🎞 An Introduction to Graph Neural Networks: Models and Applications

πŸ’₯Free Recorded Lecture on Applications of Graph Neural Networks.
πŸ”ΉGraph Neural Networks (GNN) are a general class of networks that work over graphs. By representing a problem as a graph β€” encoding the information of individual elements as nodes and their relationships as edges β€” GNNs learn to capture patterns within the graph. These networks have been successfully used in applications such as chemistry and program analysis. In this introductory talk, I will do a deep dive in the neural message-passing GNNs, and show how to create a simple GNN implementation.

πŸ“½ Watch

πŸ“±Channel: @ComplexNetworkAnalysis
#video #GNN #Application
πŸ‘1
πŸŽ“Ensemble approaches for Link Prediction

πŸ“•MSc thesis from The University in Stuttgart, Germany

πŸ—“Publish year: 2024

πŸ“Ž Study thesis

⚑️Channel: @ComplexNetworkAnalysis
#thesis #link_prediction
πŸ‘1
Machine Learning for Refining Knowledge Graph.pdf
2.4 MB
πŸ“ƒMachine Learning for Refining Knowledge Graphs: A Survey

πŸ—“ Publish year: 2024

πŸ§‘β€πŸ’»Authors: BUDHITAMA SUBAGDJA, D. SHANTHOSHIGAA, ZHAOXIA WANG, and AH-HWEE TAN
🏒Universities: Singapore Management University

πŸ“Ž Study paper

πŸ“²Channel: @ComplexNetworkAnalysis
#paper #Graph #ML #Survey
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πŸ“ƒCurrent and future directions in network biology

πŸ—“ Publish year: 2023
πŸ“˜
Journal: Bioinformatics Advances (I.F=2.4)

πŸ§‘β€πŸ’»Authors: Marinka Zitnik, Michelle M. Li, Aydin Wells, Kimberly Glass, ...

πŸ“Ž Study paper

πŸ“±Channel: @ComplexNetworkAnalysis
#paper #Biology #Direction
πŸ‘2πŸ”₯1
πŸ“ƒSelf-Supervised Learning for Graph-Structured Data in Healthcare Applications: A Comprehensive Review

πŸ—“ Publish year: 2024

πŸ§‘β€πŸ’»Authors: Safa Ben Atitallah, Chaima Ben Rabah, Maha Driss, ...
🏒
Universities: Prince Sultan University, Saudi Arabia - University of Manouba, Manouba , Tunisia

πŸ“Ž Study paper

⚑️Channel: @ComplexNetworkAnalysis
#review #self_supervised #gnn
πŸ“ƒIntroducing New Node Prediction in Graph Mining:
Predicting All Links from Isolated Nodes with Graph
Neural Networks

πŸ—“ Publish year: 2024

πŸ§‘β€πŸ’»Authors: Damiano Zanardinia, Emilio Serrano
🏒Universities: Departamento de Inteligencia Artificial, ETSI Inform´aticos, Universidad Polit´ecnica de Madrid, 28660 Boadilla del Monte, Madrid, Spain

πŸ“Ž Study paper

πŸ“±Channel: @ComplexNetworkAnalysis
#paper #GNN #Node #prediction #Isolated
A Comprehensive Survey on Automatic Knowledge.pdf
2.4 MB
πŸ“ƒA Comprehensive Survey on Automatic Knowledge Graph Construction

πŸ—“ Publish year: 2023

πŸ§‘β€πŸ’»Authors: LINGFENG ZHONG, JIA WU, QIAN LI, HAO PENG,

🏒Universities: Macquarie University, Beihang University, Hefei University of Technology.

πŸ“Ž Study paper

πŸ“²Channel: @ComplexNetworkAnalysis
#paper #Graph #KnowledgeGraph #Survey
πŸ‘1
πŸ“ƒPublic Health Using Social Network Analysis During the COVID-19 Era: A Systematic Review

πŸ—“ Publish year: 2024
πŸ“˜
Journal: Information (I.F=2.4)

πŸ§‘β€πŸ’»Authors: Stanislava Gardasevic، Aditi Jaiswal، Manika Lamba، Jena Funakoshi، Kar-Hai Chu، Aekta Shah، Yinan Sun، Pallav Pokhrel، Peter Washington
🏒Universities: University of Hawai’i at Mānoa, University of Hawai’i at Mānoa, University of Oklahoma, University of Hawai’i at Mānoa, University of Pittsburgh, Unaffiliated Researcher, University of Hawai’i Cancer Center

πŸ“Ž Study paper

πŸ“±Channel: @ComplexNetworkAnalysis
#paper #Health #COVID_19 #review
πŸ“‘ Application of graph theory in liver research: A review

πŸ—“ Publish year: 2024
πŸ“•Journal: Portal Hypertension & Cirrhosis

πŸ§‘β€πŸ’»Authors: Xumei Hu, Longyu Sun, Rencheng Zheng, ...
🏒
Universities: Fudan University, China

πŸ“Ž Study paper

⚑️Channel: @ComplexNetworkAnalysis
#review #liver #graph
πŸ“ƒCan social network analysis contribute to supply chain
management? A systematic literature review and
bibliometric analysis

πŸ—“ Publish year: 2024
πŸ“˜
Journal: Heliyon (I.F=3.4)

πŸ§‘β€πŸ’»Authors: Hesham Fouad, NazarΒ΄e Rego
🏒Universities: Arab Academy for Science, Technology and Maritime Transport, Aswan, Egypt.
School of Economics and Management, University of Minho, Braga, Portugal.
NIPE, School of Economics and Management, University of Minho, Braga, Portugal
.

πŸ“Ž Study paper

πŸ“±Channel: @ComplexNetworkAnalysis
#paper #contribute #supply #managemen #bibliometric
πŸ‘1
πŸ“„ A Comprehensive Survey on Knowledge-Defined Networking

πŸ—“ Publish year: 2024
πŸ“”Journal: Telecom (I.F=2.1)

πŸ§‘β€πŸ’»Authors: Patikiri Arachchige Don Shehan Nilmantha Wijesekara & Subodha Gunawardena
🏒
Universities: University of Ruhuna, Sri Lanka

πŸ“Ž Study paper

⚑️Channel: @ComplexNetworkAnalysis
#review #knowledge