Social Network Analysis: From Graph Theory to Applications with Python
Not on the map. Why?
Abstract (arXiv)
Social network analysis is the process of investigating social structures through the use of networks and graph theory. It combines a variety of techniques for analyzing the structure of social networks as well as theories that aim at explaining the underlying dynamics and patterns observed in these structures. It is an inherently interdisciplinary field which originally emerged from the fields of social psychology, statistics and graph theory. This talk will covers the theory of social network analysis, with a short introduction to graph theory and information spread. Then we will deep dive into Python code with NetworkX to get a better understanding of the network components, followed-up by constructing and implying social networks from real Pandas and textual datasets. Finally we will go over code examples of practical use-cases such as visualization with matplotlib, social-centrality analysis and influence maximization for information spread.
Key facts. Cited by 4 papers in the map (data through 13 Oct 2026). Builds on 1 of its 19 references that are in the map. First posted on arXiv 5 Feb 2021.
Builds on
1 of 19 references.
References · 1
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Citing papers per year: 2022: 2; 2023: 0; 2024: 1; 2025: 1.
4 papers.
- 2024Overcoming Pitfalls in Graph Contrastive Learning Evaluation: Toward Comprehensive Benchmarkscited by 3
- 2022Enhancing Graph Contrastive Learning with Node Similaritycited by 2
- 2025Shapley-Guided Utility Learning for Effective Graph Inference Data Valuationcited by 1
- 2022Forecasting Graph Signals with Recursive MIMO Graph Filterscited by 0
- 2025Shapley-Guided Utility Learning for Effective Graph Inference Data Valuation23 Mar 2025
- 2024Overcoming Pitfalls in Graph Contrastive Learning Evaluation: Toward Comprehensive Benchmarks24 Feb 2024
- 2022Forecasting Graph Signals with Recursive MIMO Graph Filters27 Oct 2022
- 2022Enhancing Graph Contrastive Learning with Node Similarity13 Aug 2022