awesome-network-analysis

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

Last synced: 2 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).
- Dissemination
  - Connected: The Surprising Power of Our Social Networks and How They Shape Our Lives
  - 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
  - Connected: The Surprising Power of Our Social Networks and How They Shape Our Lives
  - Linked: The New Science of Networks - László Barabási (2002).
  - Connected: The Surprising Power of Our Social Networks and How They Shape Our Lives
  - Nexus. Small Worlds and the Groundbreaking Theory of Networks
- General Overviews
  - Encyclopedia of Social Network Analysis and Mining
  - Network Science: Theory and Practice
  - Réseaux sociaux et structures relationnelles
  - The SAGE Handbook of Social Network Analysis
  - Sociologie des réseaux sociaux
  - Social Network Analysis with Applications
  - Understanding Social Networks. Theories, Concepts, and Findings
  - 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 - Full book online (2005).
  - Networks. An Introduction
  - Sociologie des réseaux sociaux
  - Networks, Crowds, and Markets: Reasoning About a Highly Connected World - Full pre-publication draft ([review](http://bactra.org/reviews/networks-crowds-markets.html); 2010).
  - Social and Economic Networks
  - Social Networks: An Introduction
  - Studying Social Networks. A Guide to Empirical Research
- Graph Theory
  - Combinatorics and Graph Theory
  - Graph Theory
  - Graph Theory - Full book online (1969).
  - Introduction to Combinatorics and Graph Theory - Full book online (2016).
  - Modern Graph Theory
  - The Fascinating World of Graph Theory
  - Graphs & Digraphs
  - Graph Theory - Full book online, also in Chinese and German (2016).
- 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
  - An Introduction to Exponential Random Graph Modeling
  - Knoten und Kanten. Soziale Netzwerkanalyse in Wirtschafts- und Migrationsforschung
  - Multilevel Network Analysis for the Social Sciences
  - 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
  - Handbuch Historische Netzwerkforschung. Grundlagen und Anwendungen
  - The Book of Trees. Visualizing Branches of Knowledge - Hundreds of beautiful tree diagrams, from all periods of history (2014).
  - Handbook of Graph Drawing and Visualization
  - Knoten und Kanten. Soziale Netzwerkanalyse in Wirtschafts- und Migrationsforschung
  - Knoten und Kanten 2.0. Soziale Netzwerkanalyse in Medienforschung und Kulturanthropologie
- Software-specific
  - 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)).
  - Graph Drawing Software
  - Introduction to Social Network Methods - Full book online (2001).
  - 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
  - Algorithmic Graph Theory and Sage - Full book online (2013).
  - Analyzing Social Networks
  - Introduction to Social Network Methods - Full book online (2001).
- Topic-specific
Conferences
- Topic-specific
  - EUSN - European Conference on Social Networks
  - GD - International Symposium on Graph Drawing and Network Visualization
  - Videos from the Political Networks 2009 Conference
  - 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).
  - 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
  - NetSci - International School and Conference on Social Networks - Organized by the Network Science Society (NetSci).
Courses
- Topic-specific
  - Complex Networks
  - Tarot Cards for Principles of Complex Systems and Complex Networks
  - Graph Theory (Mathematics) - Full lecture notes (Penn State University, 2012).
  - Network Analysis and Modeling (Computer Science) - Full lecture slides and readings (University of Colorado, 2014).
  - Networks (Economics)
  - Network Science (Physics) - László Barabási, Sean Cornelius and Roberta Sinatra (Northeastern University, 2015).
  - Political Networks: Methods and Applications
  - Social Network Analysis - Workshop notes and slides (2014–5).
  - Social Network Analysis with Pajek
  - Social Networks
  - Graph Theory and Applications - Full lecture slides (Hamilton Institute, Dublin, 2009).
  - Graph Theory (Mathematics) - Full lecture notes (Penn State University, 2012).
  - 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).
  - Networks, Complexity and Its Applications (Media Arts and Sciences)
  - Networks, Crowds and Markets - networks-crowds-and-markets); Cornell University via edX, 2016).
  - Networks (Economics)
  - The Structure of Information Networks - Links to many diverse readings (Cornell University, 2008).
Datasets
- Topic-specific
  - 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
  - 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](http://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.
  - 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 databse of movie characters interaction graphs.
  - Pajek Datasets
  - Philosophers Networks from Randall Collins’s _The Sociology of Philosophies_
  - SocioPatterns Datasets - Network data obtained through the [SocioPatterns](http://www.sociopatterns.org/) sensing platform.
  - Stanford Large Network Dataset Collection
  - tnet Datasets - Weighted network data.
  - UCI Network Data Repository
  - UCINET Datasets - Network data in UCINET format.
  - International Currencies 1890-1910 - Historical data on the international connections between 45 currencies.
  - Animal Social Network Repository - Large “[multi-species repository of social networks](https://doi.org/10.1038/s41597-019-0056-z).”
  - Bill Cosponsorship Networks in European Parliaments - Legislative cosponsorship networks, in R format.
  - Connectome - Comprehensive maps of neural connections.
  - Eric D. Kolaczyk’s Network Datasets
  - 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.
  - Pajek Datasets
  - SocioPatterns Datasets - Network data obtained through the [SocioPatterns](http://www.sociopatterns.org/) sensing platform.
  - UCI Network Data Repository
  - Mark E.J. Newman’s Network Data - personal.umich.edu/~mejn/networks/)).
  - Network Repository - Fully searchable database containing hundreds of real-world networks.
  - Bayesian Network Repository
  - igraphdata - R data-centric package.
  - International Currencies 1890-1910 - Historical data on the international connections between 45 currencies.
  - Mangal - Online platform to analyze, archive and share ecological network data ([preprint](http://biorxiv.org/content/early/2015/02/24/002634), [Python package](https://github.com/mangal-wg/pymangal), [R package](https://github.com/mangal-wg/rmangal)).
  - Norwegian Interlocking Directorate, 2002-2011 - Two-mode and one-mode data on gender representation in Norwegian firms.
  - Movie galaxies - A databse of movie characters interaction graphs.
  - Siena Datasets
Journals
- Topic-specific

Programming Languages

R 6 Python 6 JavaScript 5 HTML 1 Julia 1 Java 1 Clojure 1 Mathematica 1

Categories

Software 243 Varia 153 Professional Groups 135 Review Articles 127 Books 90 Journals 73 Datasets 40 Selected Papers 27 Courses 21 Conferences 19 License 2

Sub Categories

Topic-specific 185 Social, Economic and Political Networks 122 Research Groups (USA) 88 Bibliographic, Citation and Semantic Networks 58 Blog Series 58 Tutorials 48 R 43 Research Groups (Other) 39 C / C++ 36 Julia 20 Python 20 Method-specific 19 Archeological and Historical Networks 18 General Overviews 15 Two-Mode Networks 14 Fictional Networks 14 Software-specific 13 JavaScript 13 Network Science 13 Syntaxes 11 Small Worlds 10 Algorithms 10 Biological, Ecological and Disease Networks 10 Network Modeling 8 Graph Theory 8 Dissemination 7 MATLAB 7 Complex and Multilayer Networks 6 Ethics of Network Analysis 4 Classics 4 Network Visualization 4 Stata 3 Java 2

Keywords

network-analysis 6 network-visualization 3 igraph 3 visualization 3 network-graph 3 graph 3 data-science 3 awesome 3 awesome-list 2 list 2 r 2 graph-theory 2 graph-algorithms 2 python 2 deepwalk 2 networkx 2 webgl 2 node2vec 2 machine-learning 1 graph-kernels 1 matrix-factorization 1 network-clustering 1 network-science 1 social-network 1 graph-kernel 1 unsupervised-learning 1 graph-embedding 1 attention-mechanism 1 graph-convolutional-networks 1 classification-algorithm 1 deep-graph-kernels 1 graph-attention-model 1 graph-attention-networks 1 collections 1 python-frameworks 1 python-libraries 1 python-tools 1 data-analysis 1 rstats 1 dot 1 emscripten 1 graphviz 1 javascript 1 graph-functions 1 property-graph 1 bigclam 1 clustering 1 community-detection 1 deep-learning 1 dimensionality-reduction 1