Social & Complex Network Analysis Survey & Review Papers

  1. Complex Networks: a Mini-review
  2. Social Network Analysis: An Overview
  3. Vital nodes identification in complex networks
  4. Analysis of Online Social Network Connections for Identification of Influential Users: Survey and Open Research Issues
  5. Applications of link prediction in social networks: A review
  6. Minimizing the spread of misinformation in online social networks: A survey
  7. Network Community Detection: A Review and Visual Survey
  8. Ranking in evolving complex networks
  9. Big networks: A survey
  10. Twenty Years of Network Science: A Bibliographic and Co-Authorship
    Network Analysis
  11. Network science of biological systems at different scales: A review
  12. The Critical Node Detection Problem in networks: A survey
  13. Progresses and challenges in link prediction
  14. Minimizing the spread of misinformation in online social networks: A survey
  15. Network Structure Inference, A Survey: Motivations,Methods, and Applications
  16. A Survey on Trust Prediction in Online Social Networks
  17. A comprehensive survey of edge prediction in social networks: Techniques, parameters and challenges
  18. A survey of tools for social network analysis
  19. Study on centrality measures in social networks: a survey
  20. Complex Brain Network Analysis and Its Applications to Brain Disorders: A Survey
  21. Motif discovery in networks: A survey
  22. Review Motif discovery algorithms in static and temporal networks: A survey
  23. Grasping frequent subgraph mining for bioinformatics applications
  24. Methods for generating complex networks with selected structural properties for simulations: a review and tutorial for neuroscientists
  25. Link and Node Removal in Real Social Networks: A Review
  26. Social Networks as an Approach to Systematic review
  27. Link prediction techniques, applications, and performance: A survey
  28. Semantic analysis on social networks: A survey
  29. Characterization of complex networks: A survey of measurements
  30. Evolutionary Computation in Social Propagation over Complex Networks: A Survey
  31. A Survey on the Role of Centrality as Seed Nodes for Information Propagation in Large Scale Network
  32. A Comprehensive Survey on Trustworthy Graph Neural Networks: Privacy, Robustness, Fairness, and Explainability
  33. Review on Social Network Trust With Respect To Big Data Analytics
  34. A Survey of Link Prediction in Complex Networks
  35. Seven-Layer Model in Complex Networks Link Prediction: A Survey
  36. Social Network Analysis Visualization Tools: A Comparative Review
  37. A Review on Social Network Analysis Methods and Algorithms
  38. Social network extraction based on Web: A Review about Supervised Methods
  39. A Survey of Online Social Networks: Challenges and Opportunities
  40. Knowledge Graph Mining: A Survey of Methods, Approaches, and Applications
  41. Community Detection in Social Networks: Literature Review
  42. Centrality Measures in Complex Networks: A Survey
  43. Temporal Knowledge Graph Completion: A Survey
  44. A Survey on Machine Learning Methodologies in Social Network Analysis
  45. Survey on Social Networks Data Analysis
  46. Social Network Analysis: A Survey on Measure, Structure, Language Information Analysis, Privacy, and Applications
  47. A survey of Big Data dimensions vs Social Networks analysis
  48. Study on centrality measures in social networks: a survey
  49. Using social network analysis to complete literature reviews: a new systematic approach for independent researchers to detect and interpret prominent research programs within large collections of relevant literature
  50. A Systematic Review on Social Network Analysis: Tools, Algorithms and Frameworks
  51. A Review of the Research Progress of Social Network Structure
  52. A Survey on Studying the Social Networks of Students
  53. The use of social network analysis in social support and care: a systematic scoping review protocol
  54. Community Detection in Complex Networks: A Survey on Local Approaches
  55. A review of “Random graphs and complex networks” by Hofstad
  56. Introduction to the modeling and analysis of complex systems: a review
  57. Complex brain networks: graph theoretical analysis of structural and functional systems
  58. Application of Graph Theory for Identifying Connectivity Patterns in Human Brain Networks: A Systematic Review
  59. A Survey on Hyperlink Prediction
  60. A paradigm shift in medicine: A comprehensive review of network-based approaches
  61. Community Discovery in Dynamic Networks: a Survey
  62. Graph Metrics for Network Robustness—A Survey
  63. Graph Vulnerability and Robustness: A Survey
  64. A Survey of Community Detection Approaches: From Statistical Modeling to Deep Learning
  65. Social Network Analysis and Mining: Privacy and Security on Twitter
  66. Vital nodes identification in complex networks
  67. Centrality Measures in Complex Networks: A Survey
  68. A review of definitions and measures of system resilience
  69. A Literature Review of Network Models in Neuroscience
  70. Engineering Emergence: A Survey on Control in the World of Complex Networks
  71. Deep Learning on Graphs: A Survey
  72. A Survey on Community Detection Algorithm and Its Applications
  73. A Survey on Subgraph Counting: Concepts, Algorithms and Applications to Network Motifs and Graphlets
  74. The Study of Psychopathology from the Network Analysis Perspective: A Systematic Review
  75. Evolutionary Network Analysis: A Survey
  76. Graph partitioning and visualization in graph mining: a survey
  77. A Critical Survey of the Multilevel Method in Complex Networks
  78. Modularity in Biological Networks
  79. Graph Theory: A Comprehensive Survey about Graph Theory Applications in Computer Science and Social Networks
  80. Cyberbullying Detection in Social Networks: A Survey
  81. Nature inspired link prediction and community detection algorithms for social networks: a survey
  82. Graph neural networks: A review of methods and applications
  83. Statistical Network Analysis: A Review with Applications to the Coronavirus Disease 2019 Pandemic
  84. Community detection in node-attributed social networks: a survey
  85. A Review of Graph and Network Complexity from an Algorithmic Information Perspective
  86. A Review on Graph Theory in Network and Artificial Intelligence
  87. Graph Neural Networks: a bibliometrics overview
  88. A Comprehensive Survey on Community Detection with Deep Learning
  89. A Literature Review of Social Network Analysis in Epidemic Prevention and Control
  90. Value of social network analysis for developing and evaluating complex healthcare interventions: a scoping review
  91. Engineering Emergence: A Survey on Control in the World of Complex Networks
  92. Social Network Analysis in Software Development Projects: A Systematic Literature Review
  93. Graph Neural Networks Designed for Different Graph Types: A Survey
  94. Link Prediction in Dynamic Social Networks: A Literature Review
  95. Graph Neural Networks in IoT: A Survey
  96. Privacy issues in social networks and analysis: a comprehensive survey
  97. Survey of Graph Neural Networks and Applications
  98. Covert Network Construction, Disruption, and Resilience: A Survey
  99. Linking Network Characteristics of Online Social Networks to Individual Health: A Systematic Review of Literature
  100. Survey on graph embeddings and their applications to machine learning problems on graphs
  101. Opinion leader detection: A methodological review
  102. Survey on Graph Neural Network Acceleration: An Algorithmic Perspective
  103. A Critical Review of Centrality Measures in Social Networks
  104. A review on community structures detection in time evolving social networks
  105. Link Prediction on Complex Networks: An Experimental Survey
  106. A Survey on Network Embedding
  107. A systematic survey of centrality measures for protein-protein interaction networks
  108. Network analysis with biological data of cancer patients: A scoping review
  109. Network Representation Learning: A Survey
  110. Temporal Link Prediction: A Unified Framework, Taxonomy, and Review
  111. Social Network Analysis Visualization Tools: A Comparative Review
  112. A Survey on Information Diffusion in Online Social Networks: Models and Methods
  113. Community detection in node-attributed social networks: A survey
  114. Social networks and information retrieval, how are they converging? A survey, a taxonomy and an analysis of social information retrieval approaches and platforms
  115. Complex-network-based traffic network analysis and dynamics: A comprehensive review
  116. Graph mining: A survey of graph mining techniques
  117. Metrics for Community Analysis: A Survey
  118. Graph Computing Systems and Partitioning Techniques: A Survey
  119. A Survey on Network Embedding
  120. A survey of heterogeneous information network analysis
  121. Community detection in networks: A multidisciplinary review
  122. Tensor decomposition for analysing time-evolving social networks: an overview
  123. Bipartite graphs in systems biology and medicine: a survey of methods and applications
  124. The network approach to psychopathology: a review of the literature 2008–2018 and an agenda for future research
  125. Critical Review of Social Network Analysis Applications in Complex Project Management
  126. Graph neural networks for affective social media: A comprehensive overview
  127. Graph Theoretical Analysis of Brain Network Characteristics in Brain Tumor Patients: A Systematic Review
  128. A Review of Complex Systems Approaches to Cancer Networks
  129. Social network analysis of open source software: A review and categorisation
  130. Blockchain Network Analysis: A Comparative Study of Decentralized Banks?
  131. Survey of Attack Graph Analysis Methods from the Perspective of Data and Knowledge Processing
  132. Graph Learning: A Survey
  133. A Taxonomy and Survey of Dynamic Graph Visualization
  134. Using social network analysis to examine alcohol use among adults: A systematic review
  135. Graph analysis to survey data: a first approximation
  136. Social network analysis in operations and supply chain management: a review and revised research agenda
  137. Recommending on Graphs: A Comprehensive Review from Data Perspective
  138. Graph representation learning in bioinformatics: trends, methods and applications
  139. Graph neural networks: A review of methods and applications
  140. A systematic review of network analysis studies in eating disorders: Is time to broaden the core psychopathology to non specific symptoms
  141. Statistical Network Analysis: A Review with Applications to the Coronavirus Disease 2019 Pandemic​​​​​​​
  142. A survey on graph-based methods for similarity searches in metric spaces
  143. Social Network Theory in Construction Industry: A Scientometric Review
  144. Graph Learning Approaches to Recommender Systems: A Review
  145. Knowledge Graphs: A Practical Review of the Research Landscape
  146. Taxonomy of Link Prediction for Social Network Analysis: A Review
  147. Knowledge graph and knowledge reasoning: A systematic review
  148. A Mini review of Node Centrality Metrics in Biological Networks
  149. A Review of Some Techniques for Inclusion of Domain-Knowledge into Deep Neural Networks
  150. Information Diffusion Model in Twitter: A Systematic Literature Review
  151. Data Analysis in Social Networks for Agribusiness: A Systematic Review
  152. Credit risk and financial integration: An application of network analysis
  153. Multi-Agent Systems and Complex Networks: Review and Applications in Systems Engineering
  154. A Review of Knowledge Graph Completion
  155. A Review of Relational Machine Learning for Knowledge Graphs
  156. Network Analysis as a Computational Technique and Its Benefaction for Predictive Analysis of Healthcare Data: A Systematic Review
  157. Graph Signal Processing, Graph Neural Network and Graph Learning on Biological Data: A Systematic Review
  158. Community Detection Algorithms in Healthcare Applications: A Systematic Review
  159. A review: Knowledge reasoning over knowledge graph
  160. Fraud detection: A systematic literature review of graph-based anomaly detection approaches
  161. Knowledge Graphs: Opportunities and Challenges
  162. Literature review on the influence of social networks

  163. Considering weights in real social networks: A review

  164. Influential nodes identification in complex networks: a comprehensive literature review

  165. A comprehensive review on knowledge graphs for complex diseases​​​​​​​

  166. Brain network analysis for the discrimination of dementia disorders using electrophysiology signals: A systematic review

  167. Application Areas of Community Detection: A Review

  168. Big data analytics meets social media: A systematic review of techniques, open issues, and future directions​​​​​​​

  169. A review of clique-based overlapping community detection algorithms

  170. A Review on Opinion Leader Detection and its Applications

  171. Knowledge Graph Embedding: A Survey of Approaches and Applications

  172. A Network Science perspective of Graph Convolutional Networks: A survey

  173. A Survey of Graph Prompting Methods: Techniques, Applications, and Challenges

  174. A Survey on Knowledge Graph Embeddings for Link Prediction

  175. Knowledge Graphs

  176. Counterfactual Learning on Graphs: A Survey

  177. Graph Neural Networks for Text Classification: A Survey

  178. Applications of Differential Privacy in Social Network Analysis: A Survey​​​​​​​

  179. A Comprehensive Survey on Learning Based Methods for Link Prediction Problem​​​​​​​

  180. A survey on identification of influential users in social media networks using bio inspired algorithms

  181. Link Prediction on Complex Networks: An Experimental Survey

  182. Graph-powered learning methods in the Internet of Things: A survey​​​​​​​

  183. Graph Visualization: Alternative Models Inspired by Bioinformatics

  184. A review of clique-based overlapping community detection algorithms

  185. A Review on Opinion Leader Detection and its Applications

  186. A Review of Graph and Network Complexity from an Algorithmic Information Perspective

  187. Considering weights in real social networks: A review

  188. Review on Learning and Extracting Graph Features for Link Prediction

  189. Critical Review of Social Network Analysis Applications in Complex Project Management

  190. Bibliometric review of ecological network analysis: 2010–2016

  191. Applications of link prediction in social networks: A review

  192. Influence maximization on temporal networks: a review

  193. A Mini Review of Node Centrality Metrics in Biological Networks

  194. Disease Prediction Using Graph Machine Learning Based on Electronic Health Data: A Review of Approaches and Trends

  195. A Review of Graph Neural Networks and Their Applications in Power Systems

  196. Temporal Link Prediction: A Unified Framework, Taxonomy, and Review

  197. Towards Data-centric Graph Machine Learning: Review and Outlook

  198.  A survey of community detection methods in multilayer networks

  199. A survey of graph neural network based recommendation in social networks

  200. A Survey of Link Prediction Techniques

  201. A Survey on Studying the Social Networks of Students

  202. A survey on network node ranking algorithms: Representative methods, extensions, and applications

  203. A Survey on Graph Neural Networks for Time Series: Forecasting, Classification, Imputation, and Anomaly Detection

  204. Fairness-Aware Graph Neural Networks: A Survey

  205. A Survey of Graph Neural Networks for Recommender Systems: Challenges, Methods, and Directions

  206. A Comprehensive Survey on Graph Neural Networks

  207. Automated Machine Learning on Graphs: A Survey

  208. A Survey on Graph Classification and Link Prediction based on GNN

  209. Graph Learning and Its Applications: A Holistic Survey

  210. A survey on bipartite graphs embedding

  211. Neural Network Optimization Based on Complex Network Theory: A Survey

  212. A Survey on Privacy in Graph Neural Networks: Attacks, Preservation, and Application