awesome-network-analysis

A curated list of awesome network analysis resources.
https://github.com/briatte/awesome-network-analysis

Last synced: 3 days ago
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Books
- Classics
  - A Novitiate in a Period of Change: An Experimental and Case Study of Social Relationships
  - Social Network Analysis
  - Social Network Analysis. Methods and Applications
  - The Structure and Dynamics of Networks - László Barabási and Duncan J. Watts - 600 pages of classic network analysis articles (2006).
  - Social Network Analysis. Methods and Applications
  - The Structure and Dynamics of Networks - László Barabási and Duncan J. Watts - 600 pages of classic network analysis articles (2006).
  - The Structure and Dynamics of Networks - László Barabási and Duncan J. Watts - 600 pages of classic network analysis articles (2006).
- Dissemination
  - Connected: The Surprising Power of Our Social Networks and How They Shape Our Lives
  - Linked: The New Science of Networks - László Barabási (2002).
  - Network Literacy: Essential Concepts and Core ideas - Available in several languages ([paper](https://academic.oup.com/comnet/article-abstract/4/3/457/1745356)).
  - Six Degrees: The Science of a Connected Age
  - Nexus. Small Worlds and the Groundbreaking Theory of Networks
  - Connected: The Surprising Power of Our Social Networks and How They Shape Our Lives
  - Connected: The Surprising Power of Our Social Networks and How They Shape Our Lives
- General Overviews
  - A First Course in Network Science - Tutorials, datasets and other resouces [on GitHub](https://github.com/CambridgeUniversityPress/FirstCourseNetworkScience) (2020).
  - Encyclopedia of Social Networks - Covers all sorts of network-related themes (many of them not formal) as well as social network analysis (2011).
  - Encyclopedia of Social Network Analysis and Mining
  - L'analyse de réseau en sciences sociales. Petit guide pratique - de-reseau-en-shs/).
  - Network Science - László Barabási - Full book online (2016).
  - Network Science - Full book online (2005).
  - Network Science: Theory and Practice
  - Networks, Crowds, and Markets: Reasoning About a Highly Connected World - Full pre-publication draft ([review](http://bactra.org/reviews/networks-crowds-markets.html); 2010).
  - Réseaux sociaux et structures relationnelles
  - The SAGE Handbook of Social Network Analysis
  - Sociologie des réseaux sociaux
  - Social and Economic Networks
  - Social Network Analysis with Applications
  - Social Networks: An Introduction
  - Studying Social Networks. A Guide to Empirical Research
  - Understanding Social Networks. Theories, Concepts, and Findings
  - A First Course in Network Science - Tutorials, datasets and other resouces [on GitHub](https://github.com/CambridgeUniversityPress/FirstCourseNetworkScience) (2020).
  - Encyclopedia of Social Networks - Covers all sorts of network-related themes (many of them not formal) as well as social network analysis (2011).
  - Network Science - László Barabási - Full book online (2016).
  - Social Networks. An Introduction - free to read online (2023).
  - The Atlas for the Aspiring Network Scientist
  - Network Science - Full book online (2005).
  - Networks. An Introduction
  - Sociologie des réseaux sociaux
- Graph Theory
  - Combinatorics and Graph Theory
  - The Fascinating World of Graph Theory
  - Graph Theory
  - Graph Theory - Full book online, also in Chinese and German (2016).
  - Graph Theory - Full book online (1969).
  - Graphs & Digraphs
  - Introduction to Combinatorics and Graph Theory - Full book online (2016).
  - Modern Graph Theory
  - The Fascinating World of Graph Theory
  - Graphs & Digraphs
- Method-specific
  - Bayesian Networks in R with Applications in Systems Biology - useR/); 2013).
  - Bayesian Networks with Examples in R - Baptiste Denis ([website](http://www.bnlearn.com/book-crc/); 2014).
  - The Book of Trees. Visualizing Branches of Knowledge - Hundreds of beautiful tree diagrams, from all periods of history (2014).
  - Exponential Random Graph Models for Social Networks
  - Generalized Blockmodeling. Structural Analysis in the Social Sciences
  - Handbook of Graph Drawing and Visualization
  - Handbuch Historische Netzwerkforschung. Grundlagen und Anwendungen
  - An Introduction to Exponential Random Graph Modeling
  - Knoten und Kanten. Soziale Netzwerkanalyse in Wirtschafts- und Migrationsforschung
  - Knoten und Kanten 2.0. Soziale Netzwerkanalyse in Medienforschung und Kulturanthropologie
  - Inferential Network Analysis
  - Multilayer Social Networks
  - Multilevel Network Analysis for the Social Sciences
  - Multimodal Political Networks
  - Multivariate Network Visualization
  - Network Analysis in Archaeology
  - Network Analysis: Methodological Foundations - Covers network centrality, clustering, blockmodels, spatial networks and more (2005).
  - Political Networks. The Structural Perspective
  - Social Network Analysis for Ego-Nets: Social Network Analysis for Actor-Centred Networks
  - Understanding Large Temporal Networks and Spatial Networks
  - Generalized Blockmodeling. Structural Analysis in the Social Sciences
  - Handbuch Historische Netzwerkforschung. Grundlagen und Anwendungen
  - Knoten und Kanten III. Soziale Netzwerkanalyse in Geschichts- und Politikforschung
  - Multilayer Social Networks
- Software-specific
  - Algorithmic Graph Theory and Sage - Full book online (2013).
  - Analyzing Social Networks
  - A User’s Guide to Network Analysis in R
  - Data Science and Complex Networks: Real Case Studies with Python
  - Exploratory Social Network Analysis with Pajek - 4-501-54710-3.html) and [in Chinese](http://product.dangdang.com/22927985.html)).
  - Gephi Cookbook
  - Graph Drawing Software
  - Introduction to Social Network Methods - Full book online (2001).
  - Mastering Gephi Network Visualization
  - Network Graph Analysis and Visualization with Gephi
  - Social Network Analysis for Startups. Finding Connections on the Social Web
  - Statistical Analysis of Network Data with R
  - Social Network Analysis for Startups. Finding Connections on the Social Web
  - Gephi Cookbook
  - Mastering Gephi Network Visualization
  - Network Graph Analysis and Visualization with Gephi
  - R for Social Network Analysis
- Topic-specific
Conferences
- Topic-specific
  - ASONAM - IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
  - SNAA - Workshop on Social Network Analysis in Applications
  - CNDay - Cambridge Networks Day - Convened by the Cambridge Networks Network.
  - CompleNet - International Workshop on Complex Networks
  - EUSN - European Conference on Social Networks
  - GD - International Symposium on Graph Drawing and Network Visualization
  - PolNet - Annual Political Networks Workshops and Conference - Organized by the APSA Organized Section on Political Networks (PolNet).
  - Videos from the Political Networks 2009 Conference
  - Large-scale Structures in Networks: Hidden Communities and Latent Hierarchies - Talk by [Dan Larremore](http://danlarremore.com/) at NetSci 2019.
  - Sunbelt - Social Networks Conference of the International Network for Social Network Analysis - Organized by the International Network for Social Network Analysis (INSNA).
  - ASONAM - IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
  - PolNet - Annual Political Networks Workshops and Conference - Organized by the APSA Organized Section on Political Networks (PolNet).
  - ASONAM - IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
  - CompleNet - International Workshop on Complex Networks
  - EUSN - European Conference on Social Networks
  - Large-scale Structures in Networks: Hidden Communities and Latent Hierarchies - Talk by [Dan Larremore](http://danlarremore.com/) at NetSci 2019.
  - ASONAM - IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
  - ASONAM - IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
  - CNDay - Cambridge Networks Day - Convened by the Cambridge Networks Network.
  - Large-scale Structures in Networks: Hidden Communities and Latent Hierarchies - Talk by [Dan Larremore](http://danlarremore.com/) at NetSci 2019.
  - Sunbelt - Social Networks Conference of the International Network for Social Network Analysis - Organized by the International Network for Social Network Analysis (INSNA).
Courses
- Topic-specific
  - Complex Networks
  - Complex Networks
  - Tarot Cards for Principles of Complex Systems and Complex Networks
  - Graph Theory and Applications - Full lecture slides (Hamilton Institute, Dublin, 2009).
  - Graph Theory (Mathematics) - Full lecture notes (Penn State University, 2012).
  - Graphs and Networks
  - Network Analysis and Modeling (Computer Science) - Full lecture slides and readings (University of Colorado, 2022).
  - Networks, Complexity and Its Applications (Media Arts and Sciences)
  - Networks, Crowds and Markets - networks-crowds-and-markets); Cornell University via edX, 2016).
  - Networks (Economics)
  - Networks (Economics)
  - Network Science (Computer Science) - Mostly open access readings (Georgia Tech, 2015).
  - Network Science (Physics) - László Barabási, Sean Cornelius and Roberta Sinatra (Northeastern University, 2015). -->
  - Political Networks: Methods and Applications
  - Social and Economic Networks: Models and Analysis
  - Social Network Analysis - Workshop notes and slides (2014–5).
  - Social Network Analysis with Pajek
  - Social Networks
  - The Structure of Information Networks - Links to many diverse readings (Cornell University, 2008).
  - Graphs and Networks
  - Complex Networks
  - Network Science CheatSheets
  - Graph Theory and Applications - Full lecture slides (Hamilton Institute, Dublin, 2009).
  - Graph Theory (Mathematics) - Full lecture notes (Penn State University, 2012).
  - Graphs and Networks
  - Networks (Economics)
  - Social Network Analysis - Workshop notes and slides (2014–5).
  - Social Network Analysis with Pajek
  - Social Networks
  - Network Science (Computer Science) - Mostly open access readings (Georgia Tech, 2015).
  - Graphs and Networks
  - Graphs and Networks
  - Graphs and Networks
  - Graphs and Networks
  - Graphs and Networks
  - Social and Economic Networks: Models and Analysis
  - Social Network Analysis
Datasets
- Topic-specific
  - Bayesian Network Repository
  - Colorado Index of Complex Networks (ICON) - Large collection of networks described and indexed by Aaron Clauset’s research group.
  - Connectome - Comprehensive maps of neural connections.
  - Enron Email Dataset
  - Eric D. Kolaczyk’s Network Datasets
  - Gephi Datasets
  - igraphdata - R data-centric package.
  - Interaction Web Database - Ecological species interactions.
  - KONECT - The Koblenz Network Collection - Includes, among other things, networks of collaboration in DBpedia and Wikipedia, GitHub ([companion handbook](https://arxiv.org/abs/1402.5500)).
  - James H. Fowler’s Cosponsorship Network Data Page - ->
  - Linton Freeman’s Network Data - Over 300 datasets of all sorts, in UCINET format.
  - Mangal - Online platform to analyze, archive and share ecological network data ([preprint](https://doi.org/10.1101/002634), [Python package](https://github.com/mangal-wg/pymangal), [R package](https://github.com/mangal-wg/rmangal)).
  - Manlio De Domenico’s Complex Multilayer Networks
  - Mark E.J. Newman’s Network Data - personal.umich.edu/~mejn/networks/)).
  - Network Science Book - Network Datasets - Network data sets from Albert-László Barabási’s _Network Science_ book. Includes data on IMDB actors, arXiv scientific collaboration, network of routers, the US power grid, protein-protein interactions, cell phone users, citation networks, metabolic reactions, e-mail networks, and nd.edu Web pages.
  - Nexus - Repository of network datasets in GraphML and igraph formats. -->
  - Norwegian Interlocking Directorate, 2002-2011 - Two-mode and one-mode data on gender representation in Norwegian firms.
  - Movie galaxies - A database of movie characters interaction graphs.
  - Pajek Datasets
  - Siena Datasets
  - SocioPatterns Datasets - Network data obtained through the [SocioPatterns](http://www.sociopatterns.org/) sensing platform.
  - Stanford Large Network Dataset Collection
  - State Networks - US state-to-state relational variables, including borders, travel, trade and more.
  - tnet Datasets - Weighted network data.
  - UC Berkeley Social Networks Study (UCNets) - Ego-centric data (personal networks) from a five-year panel study.

Programming Languages

Python 12 JavaScript 9 R 8 Jupyter Notebook 3 Java 2 HTML 2 TypeScript 2 Julia 1 Clojure 1 Mathematica 1

Categories

Software 447 Varia 217 Professional Groups 160 Books 117 Review Articles 91 Journals 90 License 72 Datasets 41 Courses 37 Selected Papers 24 Conferences 21

Sub Categories

Topic-specific 226 R 155 Social, Economic and Political Networks 149 Research Groups (USA) 106 Two-Mode Networks 81 Blog Series 72 Tutorials 61 Fictional Networks 59 Python 47 Research Groups (Other) 45 C / C++ 39 Julia 30 General Overviews 24 Method-specific 24 Syntaxes 22 Archeological and Historical Networks 21 JavaScript 19 Software-specific 17 Network Science 14 Small Worlds 11 Bibliographic, Citation and Semantic Networks 11 MATLAB 10 Graph Theory 10 Biological, Ecological and Disease Networks 10 Algorithms 10 Network Modeling 10 Classics 7 Dissemination 7 Complex and Multilayer Networks 6 Ethics of Network Analysis 4 Network Visualization 4 Java 3 Stata 3

Keywords

network-analysis 9 graph 8 graph-algorithms 6 visualization 5 networkx 5 network-graph 4 community-detection 4 igraph 4 network-visualization 4 python 4 node2vec 3 network-science 3 machine-learning 3 graph-embedding 3 deepwalk 3 network-embedding 3 neo4j 3 node-embedding 3 graph-theory 3 data-science 3 awesome 3 graphviz 3 rstats 3 list 2 hypergraph 2 complex-networks 2 webgl 2 r 2 graph-clustering 2 gpu 2 unsupervised-learning 2 java 2 awesome-list 2 deep-learning 2 network 2 rapids 2 javascript 2 graph2vec 2 weisfeiler-lehman 1 collections 1 graph-drawing 1 structural-attention 1 python-frameworks 1 python-libraries 1 python-tools 1 netlsd 1 layout-algorithm 1 ngraph 1 vivagraph 1 cuda 1