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πŸ“š Knowledge Graphs

✨This book provides a comprehensive and accessible introduction to knowledge graphs, which have recently garnered notable attention from both industry and academia. Knowledge graphs are founded on the principle of applying a graph-based abstraction to data, and are now broadly deployed in scenarios that require integrating and extracting value from multiple, diverse sources of data at large scale.

πŸ§‘β€πŸ’Ό authors: Aidan Hogan, Eva Blomqvist, Michael Cochez, Claudia D'Amato, Gerard de Melo, Claudio Gutierrez, Sabrina Kirrane, Jose Emilio Labra Gayo, Roberto Navigli, Sebastian Neumaier, Axel-Cyrille Ngonga Ngomo, Axel Polleres, Sabbir M Rashid, Anisa Rula, Juan Sequeda, Lukas Schmelzeisen, Steffen Staab, Antoine Zimmerman
πŸ—“Publish year: 2021

πŸ“ŽStudy

πŸ“²Channel: @ComplexNetworkAnalysis
#Book #graph #Data_Graphs #Graph_Algorithms #Graph_Analytics #Graph_Neural_Networks #Knowledge_Graphs #Social_Networks
πŸ‘5
πŸ“„Machine Learning for Refining Knowledge Graphs: A Survey

πŸ“˜ Journal: acm digital library (I.F=14.324)
πŸ—“Publish year: 2020

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πŸ“²Channel: @ComplexNetworkAnalysis
#paper #Machine_Learning #Knowledge_Graphs #Survey
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Forwarded from Bioinformatics
πŸ“„ A comprehensive review on knowledge graphs for complex diseases

πŸ“˜ Journal: Briefings in Bioinformatics (I.F.=9.5)
πŸ—“ Publish year: 2023

πŸ§‘β€πŸ’»Authors: Yang Yang, Yuwei Lu, Wenying Yan
🏒University: Soochow University, Suzhou, China

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πŸ“²Channel: @Bioinformatics
#review #knowledge_graph #diease
πŸ‘2
πŸ“ƒ A systematic literature review of knowledge graph construction and application in education

πŸ“˜ Journal: Heliyon (I.F=4)
πŸ—“ Publish year: 2023

πŸ§‘β€πŸ’»Authors: Bilal Abu-Salih , Salihah Alotaibi
🏒Universities: The University of Jordan, Imam Mohammad Ibn Saud Islamic University (IMSIU),

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πŸ“²Channel: @ComplexNetworkAnalysis
#review #knowledge_graph #education #review
πŸ‘5
πŸ“ƒ Drug-drug interactions prediction based on deep learning and knowledge graph: a review

πŸ“˜ Journal: iScience (I.F=6.107)
πŸ—“ Publish year: 2024

πŸ§‘β€πŸ’»Authors: Huimin Luo, Weijie Yin, Jianlin Wang, Wenjuan Liang, Junwei Luo, Chaokun Yan
🏒University: Henan University, Kaifeng, China, Henan Polytechnic University, Jiaozuo, China

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πŸ“±Channel: @ComplexNetworkAnalysis
#paper #Drug #prediction #Deep_learning #knowledge_graph #review
πŸ‘1
πŸ“ƒ A Bibliometric Analysis of Recent Developments and Trends in Knowledge Graph Research (2013–2022)

πŸ“— Journal: IEEE ACCESS (I.F=3.9)
πŸ—“ Publish year: 2024

πŸ§‘β€πŸ’»Authors: GANG WANG, JING HE
🏒Universities: Chaohu University

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πŸ“²Channel: @ComplexNetworkAnalysis
#paper #Bibliometric #Knowledge_Graph
πŸ‘4
πŸ“ƒ A Survey on Temporal Knowledge Graph: Representation Learning and Applications

πŸ—“ Publish year: 2024

πŸ§‘β€πŸ’»Authors: JLi Cai, Xin Mao, Yuhao Zhou, Zhaoguang Long, Changxu Wu, Man Lan
🏒Universities: East China Nomal University, Guizhou University, Tsinghua University

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πŸ“±Channel: @ComplexNetworkAnalysis
#paper #Temporal #Knowledge_Graph #Representation_Learning #Application #survey
πŸ‘3πŸ‘2
πŸ“ƒA Survey on Knowledge Editing of Neural Networks

πŸ—“ Publish year: 2023

πŸ§‘β€πŸ’»Authors: Vittorio Mazzia, Alessandro Pedrani, Andrea Caciolai, Kay Rottmann, Davide Bernardi
🏒Universities: Amazon

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πŸ“²Channel: @ComplexNetworkAnalysis
#paper #Survey #Knowledge #Neural_Networks
πŸ‘2
πŸ“ƒ Knowledge Graphs and their Applications in Civil Security

πŸ—“ Publish year: 2020

πŸ§‘β€πŸ’»Authors: Simon Ott, Daria Liakhovets, Mina SchΓΌtz, Medina Andresel, Mihai Bartha, Sven Schlarb, Alexander Schindler
🏒University: Austrian Institute of Technology GmbH
Giefinggasse 4, 1210 Vienna, Austria

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πŸ“±Channel: @ComplexNetworkAnalysis
#paper #Knowledge_Graph #Application #Civil_Security
πŸ‘1
πŸ“ƒKnowledge Graph Embedding: An Overview

πŸ—“ Publish year: 2024
πŸ“˜ Journal: APSIPA Transactions on Signal and Information Processing (I.F=3.2)

πŸ§‘β€πŸ’»Authors: Xiou Ge, Yun Cheng Wang, Bin Wang, C.-C. Jay Kuo
🏒Universities: University of Southern California, Institute for Infocomm Research (I2R)

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πŸ“²Channel: @ComplexNetworkAnalysis
#paper #Overview #Knowledge_Graph
πŸ‘4
πŸ“ƒ Knowledge Graphs for the Life Sciences: Recent Developments, Challenges and Opportunities

πŸ—“ Publish year: 2023
πŸ“˜Journal: Transactions on Graph Data and Knowledge (TGDK)

πŸ§‘β€πŸ’»Authors: Jiaoyan Chen, Hang Dong, Janna Hastin, Ernesto JimΓ©nez-Ruiz, Vanessa LΓ³pez, Pierre Monnin, Catia Pesquita, Petr Ε koda, Valentina Tamm
🏒Universities: University of Manchester, University of Oxford, University of Zurich, Switzerland, University of London, UniversitΓ© CΓ΄te d’Azur, Inria, Charles University, Prague, Czechia

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πŸ“±Channel: @ComplexNetworkAnalysis
#paper #Knowledge_Graph #Life_Sciences #Developments #Challenges #Opportunities
πŸ‘5
πŸ“ƒ A Survey on Knowledge Graphs for Healthcare: Resources, Application Progress, and Promise

πŸ—“ Publish year: 2023
πŸ“˜Journal: IEEE Transactions on Computational Social Systems (I.F: 5.61)

πŸ§‘β€πŸ’»Authors: Hejie Cui, Jiaying Lu, Shiyu Wang, Ran Xu, Wenjing Ma, Shaojun Yu, Yue Yu, Xuan Kan, Tianfan Fu, Chen Ling, Joyce Ho, Fei Wang, Carl Yang
🏒University: Emory University, Georgia Institute of Technology, Weill Cornell Medicine
πŸ—Ί Country: USA , Atlanta

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πŸ“²Channel: @ComplexNetworkAnalysis
#paper #Survey #Knowledge_Graphs #Healthcare #Application
πŸ“ƒHealthcare knowledge graph construction: A systematic review of the state-of-the-art, open issues, and opportunities

πŸ—“ Publish year: 2023
πŸ“˜Journal: Journal of Big Data

πŸ§‘β€πŸ’»Authors: Bilal Abu-Salih, Muhammad AL-Qurishi, Mohammed Alweshah, Mohammad AL-Smadi, Reem Alfayez and Heba Saadeh
🏒Universities: The University of Jordan, Amman, Jordan
King Saud University, Riyadh, Saudi Arabia
Al-Balqa Applied University, Salt, Jordan


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πŸ“±Channel: @ComplexNetworkAnalysis
#paper #Healthcare #Knowledge_Graph #open_issues #opportunities #review
πŸ‘1
πŸ“ƒKnowledge mapping of graph neural networks for drug discovery: a bibliometric and visualized analysis

πŸ—“ Publish year: 2024
πŸ“˜Journal: Frontiers in Pharmacology (I.F=4.4)

πŸ§‘β€πŸ’»Authors: Rufan Yao, Zhenhua Shen, Xinyi Xu, Guixia Ling, Rongwu Xiang, Tingyan Song, Fei Zhai and Yuxuan Zhai
🏒University: Shenyang Pharmaceutical University, Shenyang, China

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#paper #Knowledge #mapping #GNN #drug #discovery #visualized
πŸ‘2🀩1
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, XINDONG WU
🏒Universities: Macquarie University, Beihang University, Hefei University of Technology

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πŸ“²Channel: @ComplexNetworkAnalysis
#paper #Graph #knowledge_graph #Survey
πŸ‘3
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

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⚑️Channel: @ComplexNetworkAnalysis
#review #knowledge
πŸŽ₯ Knowledge graphs - Foundations and applications

🎞 Watch the collection

⚑️Channel: @ComplexNetworkAnalysis
#video #knowledge_graph
πŸ“„Knowledge Graph Construction: Extraction, Learning, and Evaluation

πŸ“™ Journal: Applied Sciences (I.F.=2.5)
πŸ—“ Publish year: 2025

πŸ§‘β€πŸ’»
Authors: Seungmin Choi and Yuchul Jung
🏒Universities: Kumoh National Institute of Technology, Republic of Korea

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⚑️Channel: @ComplexNetworkAnalysis
#review #knowledge_graph
πŸ“ƒ A Survey of Link Prediction in N-ary Knowledge Graphs

πŸ—“ Publish year: 2025

πŸ§‘β€πŸ’»Authors: Jiyao Wei, Saiping Guan, Da Li,...
🏒University: University of Chinese Academy of Sciences, China

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⚑️Channel: @ComplexNetworkAnalysis
#review #link_prediction #n_ary #knowledge_graph