πUnderstanding When and Why Graph Attention Mechanisms Work via Node Classification
πPublish year: 2024
π§βπ»Authors: Didier A. Vega-Oliveros, Alneu de Andrade Lopes, Lilian Berton
π’University: Northwestern Polytechnical University, Shanghai Artificial Intelligence Laboratory, Shanghai Jiaotong University
π Study the paper
π²Channel: @ComplexNetworkAnalysis
#Paper #GAT #Attention #node_classification
πPublish year: 2024
π§βπ»Authors: Didier A. Vega-Oliveros, Alneu de Andrade Lopes, Lilian Berton
π’University: Northwestern Polytechnical University, Shanghai Artificial Intelligence Laboratory, Shanghai Jiaotong University
π Study the paper
π²Channel: @ComplexNetworkAnalysis
#Paper #GAT #Attention #node_classification
πA comprehensive survey on graph neural network accelerators
π Publish year: 2025
πJournal: Frontiers of Computer Science (I.F=3.4)
π§βπ»Authors: Jingyu LIU, Shi CHEN, Li SHEN
π’Universities: School of Computer, National University of Defense Technology, Changsha 410073, China
π Study paper
π±Channel: @ComplexNetworkAnalysis
#paper #GNN #survey
π Publish year: 2025
πJournal: Frontiers of Computer Science (I.F=3.4)
π§βπ»Authors: Jingyu LIU, Shi CHEN, Li SHEN
π’Universities: School of Computer, National University of Defense Technology, Changsha 410073, China
π Study paper
π±Channel: @ComplexNetworkAnalysis
#paper #GNN #survey
π A comprehensive bibliometric analysis on social network anonymization: current approaches and future directions
π Journal: Knowledge and Information System (I.F.=2.5)
π Publish year: 2025
π§βπ»Authors: Navid Yazdanjue, Hossein Yazdanjouei, Hassan Gharoun,...
π’University:
- University of Technology Sydney, Ultimo, Australia
- Urmia University, Urmia &Iran University of Science and Technology, Iran
π Study the paper
β‘οΈChannel: @ComplexNetworkAnalysis
#review #anonymization
π Journal: Knowledge and Information System (I.F.=2.5)
π Publish year: 2025
π§βπ»Authors: Navid Yazdanjue, Hossein Yazdanjouei, Hassan Gharoun,...
π’University:
- University of Technology Sydney, Ultimo, Australia
- Urmia University, Urmia &Iran University of Science and Technology, Iran
π Study the paper
β‘οΈChannel: @ComplexNetworkAnalysis
#review #anonymization
πA Survey on Graph Neural Networks and its Applications in Various Domains
πPublish year: 2025
π§βπ»Authors: Tejaswini R. Murgod, P. Srihith Reddy, Shamitha Gaddam, S. Meenakshi Sundaram & C. Anitha
π’University: BNM Institute of Technology, NITTE Meenakshi Institute of Technology,
π Study the paper
π²Channel: @ComplexNetworkAnalysis
#Paper #Survey #GNN #Application
πPublish year: 2025
π§βπ»Authors: Tejaswini R. Murgod, P. Srihith Reddy, Shamitha Gaddam, S. Meenakshi Sundaram & C. Anitha
π’University: BNM Institute of Technology, NITTE Meenakshi Institute of Technology,
π Study the paper
π²Channel: @ComplexNetworkAnalysis
#Paper #Survey #GNN #Application
π Systematic Review of Fake News, Propaganda, and Disinformation: Examining Authors, Content, and Social Impact through Machine Learning
π Journal: IEEE ACCESS (I.F.=3.4)
π Publish year: 2025
π§βπ»Authors: D. Plikynas, I. RizgelienΔ, G. Korvel,...
π’University: Vilnius university, Vilnius, Lithuania
π Study the paper
β‘οΈChannel: @ComplexNetworkAnalysis
#review #fake_news
π Journal: IEEE ACCESS (I.F.=3.4)
π Publish year: 2025
π§βπ»Authors: D. Plikynas, I. RizgelienΔ, G. Korvel,...
π’University: Vilnius university, Vilnius, Lithuania
π Study the paper
β‘οΈChannel: @ComplexNetworkAnalysis
#review #fake_news
Forwarded from Bioinformatics
π¬ Inferring Biological Networks
π₯ from Claudia Solis-Lemus, Wisconsin Institutes for Discovery, UW-Madison
π Watch
π²Channel: @Bioinformatics
#video #network
π₯ from Claudia Solis-Lemus, Wisconsin Institutes for Discovery, UW-Madison
π Watch
π²Channel: @Bioinformatics
#video #network
YouTube
Claudia Solis-Lemus: Inferring Biological Networks
UW-Madison, Wisconsin Evolution, Evolution Seminar Series
https://evolution.wisc.edu/seminars/seminars-info/
https://evolution.wisc.edu
Claudia Solis-Lemus, Assistant Professor, Department of Plant Pathology and Wisconsin Institutes for Discovery, UW-Madisonβ¦
https://evolution.wisc.edu/seminars/seminars-info/
https://evolution.wisc.edu
Claudia Solis-Lemus, Assistant Professor, Department of Plant Pathology and Wisconsin Institutes for Discovery, UW-Madisonβ¦
Link_Prediction_in_Social_Networks_A_Review.pdf
243.8 KB
πLink Prediction in Social Networks: A Review
π Publish year: 2024
πConference: 2024 International Conference on Emerging Innovations and Advanced Computing (INNOCOMP)
π§βπ»Authors: Meghana Sreeya Veeramallu, Harshitha Reddy Mallu, Ramadasu B
π’Universities: Chaitanya Bharathi Institute of Technology, India
π Study paper
π±Channel: @ComplexNetworkAnalysis
#paper #Link_Prediction #review
π Publish year: 2024
πConference: 2024 International Conference on Emerging Innovations and Advanced Computing (INNOCOMP)
π§βπ»Authors: Meghana Sreeya Veeramallu, Harshitha Reddy Mallu, Ramadasu B
π’Universities: Chaitanya Bharathi Institute of Technology, India
π Study paper
π±Channel: @ComplexNetworkAnalysis
#paper #Link_Prediction #review
π¬ Random Graphs
π Watch
β«οΈPart 1
β«οΈPart 2
β‘οΈChannel: @ComplexNetworkAnalysis
#video #random
π Watch
β«οΈPart 1
β«οΈPart 2
β‘οΈChannel: @ComplexNetworkAnalysis
#video #random
YouTube
Mining Complex Networks - Chapter 2 (part 1/2) - Random Graphs
@MiningComplexNetworks
π Graph Coloring Problem Explained
π₯ Watch
β‘οΈChannel: @ComplexNetworkAnalysis
#video #graph #coloring
π₯ Watch
β‘οΈChannel: @ComplexNetworkAnalysis
#video #graph #coloring
YouTube
Graph coloring
Chapter 13, section 2 of www.fundamentalalgorithms.com/fas24.
π Graph Neural Networks
π₯presented by Giannis Nikolentzos at the 2024 HIAS AI Summer School
π½ Watch
π±Channel: @ComplexNetworkAnalysis
#video #GNN
π₯presented by Giannis Nikolentzos at the 2024 HIAS AI Summer School
π½ Watch
π±Channel: @ComplexNetworkAnalysis
#video #GNN
YouTube
2024 HIAS AI Summer School - Graph Neural Networks - Giannis Nikolentzos
2024 HIAS AI Summer School Day 1
Graph Neural Networks
Giannis Nikolentzos, University of Patras
Graph Neural Networks
Giannis Nikolentzos, University of Patras
π Machine Learning with Graphs: design space of graph neural networks
π₯Free recorded course by Prof. Jure Leskovec
π₯ This part discussed the important topic of GNN architecture design. Here, we introduce 3 key aspects in GNN design: (1) a general GNN design space, which includes intra-layer design, inter-layer design and learning configurations; (2) a GNN task space with similarity metrics so that we can characterize different GNN tasks and, therefore, transfer the best GNN models across tasks; (3) an effective GNN evaluation technique so that we can convincingly evaluate any GNN design question, such as βIs BatchNorm generally useful for GNNs?β. Overall, we provide the first systematic investigation of general guidelines for GNN design, understandings of GNN tasks, and how to transfer the best GNN designs across tasks. We release GraphGym as an easy-to-use code platform for GNN architectural design. More information can be found in the paper: Design Space for Graph Neural Networks
π½ Watch
π²Channel: @ComplexNetworkAnalysis
#video #course #Graph #GNN #Machine_Learning
π₯Free recorded course by Prof. Jure Leskovec
π₯ This part discussed the important topic of GNN architecture design. Here, we introduce 3 key aspects in GNN design: (1) a general GNN design space, which includes intra-layer design, inter-layer design and learning configurations; (2) a GNN task space with similarity metrics so that we can characterize different GNN tasks and, therefore, transfer the best GNN models across tasks; (3) an effective GNN evaluation technique so that we can convincingly evaluate any GNN design question, such as βIs BatchNorm generally useful for GNNs?β. Overall, we provide the first systematic investigation of general guidelines for GNN design, understandings of GNN tasks, and how to transfer the best GNN designs across tasks. We release GraphGym as an easy-to-use code platform for GNN architectural design. More information can be found in the paper: Design Space for Graph Neural Networks
π½ Watch
π²Channel: @ComplexNetworkAnalysis
#video #course #Graph #GNN #Machine_Learning
arXiv.org
Design Space for Graph Neural Networks
The rapid evolution of Graph Neural Networks (GNNs) has led to a growing number of new architectures as well as novel applications. However, current research focuses on proposing and evaluating...
πΉCreating a Social Network with ChatGPT
π Watch
β‘οΈChannel: @ComplexNetworkAnalysis
#video #chatgpt
π Watch
β‘οΈChannel: @ComplexNetworkAnalysis
#video #chatgpt
YouTube
Creating a Social Network with ChatGPT
Website: https://thenewboston.com/
Source Code: https://github.com/thenewboston-developers
Core Deployment Guide: https://docs.google.com/document/d/16NDHWtmwmsnrACytRXp2T9Jg7R5FgzRmkYoDteFKxyc/edit?usp=sharing
Source Code: https://github.com/thenewboston-developers
Core Deployment Guide: https://docs.google.com/document/d/16NDHWtmwmsnrACytRXp2T9Jg7R5FgzRmkYoDteFKxyc/edit?usp=sharing
πStochastic Block Models for Complex Network Analysis: A Survey
π Publish year: 2024
πJournal: ACM Transactions on Knowledge Discovery from Data (I.F=4)
π§βπ»Authors: Xueyan Liu, Wenzhuo Song, Katarzyna Musial, Yang Li, Xuehua Zhao, Bo Yang
π’Universities: Jilin University, Northeast Normal University, University of Technology Sydney, Aviation University of Air Force, Shenzhen Institute of Information Technology, Jilin University
π Study paper
π±Channel: @ComplexNetworkAnalysis
#paper #Stochastic #Block #review
π Publish year: 2024
πJournal: ACM Transactions on Knowledge Discovery from Data (I.F=4)
π§βπ»Authors: Xueyan Liu, Wenzhuo Song, Katarzyna Musial, Yang Li, Xuehua Zhao, Bo Yang
π’Universities: Jilin University, Northeast Normal University, University of Technology Sydney, Aviation University of Air Force, Shenzhen Institute of Information Technology, Jilin University
π Study paper
π±Channel: @ComplexNetworkAnalysis
#paper #Stochastic #Block #review
π Graph Data Management and Graph Machine Learning: Synergies and Opportunities
π Publish year: 2025
π§βπ»Authors: Arijit Kha, Xiangyu Ke, Yinghui Wu
π’University:
- Aalborg University, Denmark
- Zhejiang University, China
- Case Western Reserve University, USA
π Study the paper
β‘οΈChannel: @ComplexNetworkAnalysis
#review #graph #machine_learning #data_management
π Publish year: 2025
π§βπ»Authors: Arijit Kha, Xiangyu Ke, Yinghui Wu
π’University:
- Aalborg University, Denmark
- Zhejiang University, China
- Case Western Reserve University, USA
π Study the paper
β‘οΈChannel: @ComplexNetworkAnalysis
#review #graph #machine_learning #data_management
πCounterfactual Learning on Graphs: A Survey
π Publish year: 2025
πJournal: Machine Intelligence Research
π§βπ»Authors: Zhimeng Guo, Zongyu Wu, Teng Xiao, Charu Aggarwal , Hui Liu, Suhang Wang
π’Universities: Pennsylvania State University, Watson Research Center
π Study paper
π²Channel: @ComplexNetworkAnalysis
#paper #Counterfactual #Survey
π Publish year: 2025
πJournal: Machine Intelligence Research
π§βπ»Authors: Zhimeng Guo, Zongyu Wu, Teng Xiao, Charu Aggarwal , Hui Liu, Suhang Wang
π’Universities: Pennsylvania State University, Watson Research Center
π Study paper
π²Channel: @ComplexNetworkAnalysis
#paper #Counterfactual #Survey
π A curated list of awesome network analysis resources
π₯ GitBook website
π Study
β‘οΈChannel: @ComplexNetworkAnalysis
#github #graph #visualization #book
π₯ GitBook website
π Study
β‘οΈChannel: @ComplexNetworkAnalysis
#github #graph #visualization #book
πBibliometric and visualized analysis of social network analysis research on Scopus databases and VOSviewer
π Publish year: 2024
πJournal: Cogent Business & Management (I.F=3)
π§βπ»Authors: Dyah gandasari, David tjahjana, Diena Dwidienawati and Mochamad Sugiarto
π’Universities: Polbangtan Bogor, Bogor, indonesia; universitas Multimedia nusantara, Jakarta, indonesia; Business Management, BinusBusiness school, Bina nusantara university, Jakarta, indonesia; Faculty of animal science, Jendral soedirman university,indonesia
π Study paper
π±Channel: @ComplexNetworkAnalysis
#paper #Bibliometric #Scopus #VOSviewer
π Publish year: 2024
πJournal: Cogent Business & Management (I.F=3)
π§βπ»Authors: Dyah gandasari, David tjahjana, Diena Dwidienawati and Mochamad Sugiarto
π’Universities: Polbangtan Bogor, Bogor, indonesia; universitas Multimedia nusantara, Jakarta, indonesia; Business Management, BinusBusiness school, Bina nusantara university, Jakarta, indonesia; Faculty of animal science, Jendral soedirman university,indonesia
π Study paper
π±Channel: @ComplexNetworkAnalysis
#paper #Bibliometric #Scopus #VOSviewer
πA Survey on Exploring Real and Virtual Social Network Rumors: State-of-the-Art and Research Challenges
π Journal: ACM Computing Surveys (π₯I.F.=23.8)
π Publish year: 2025
π§βπ»Authors: Qiang He, Songyangjun Zhang, Yuliang Cai, ...
π’Universities:
β«οΈNortheastern University-Liaoning University-The First Hospital of China Medical University, China
β«οΈWaseda University, Japan
π Study the paper
β‘οΈChannel: @ComplexNetworkAnalysis
#review #rumor
π Journal: ACM Computing Surveys (π₯I.F.=23.8)
π Publish year: 2025
π§βπ»Authors: Qiang He, Songyangjun Zhang, Yuliang Cai, ...
π’Universities:
β«οΈNortheastern University-Liaoning University-The First Hospital of China Medical University, China
β«οΈWaseda University, Japan
π Study the paper
β‘οΈChannel: @ComplexNetworkAnalysis
#review #rumor
π Methods of decomposition theory and graph labeling in the study of social network structure
π Publish year: 2024
π§βπ»Authors: L Hulianytskyi, M Semeniuta, S Yakymenko
π’Universities: Prospekt Universytetskyi,Ukraine
π Study the paper
β‘οΈChannel: @ComplexNetworkAnalysis
#review #graph_labling #decomposition
π Publish year: 2024
π§βπ»Authors: L Hulianytskyi, M Semeniuta, S Yakymenko
π’Universities: Prospekt Universytetskyi,Ukraine
π Study the paper
β‘οΈChannel: @ComplexNetworkAnalysis
#review #graph_labling #decomposition