awesome-network-analysis

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

Last synced: 10 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
  - Nexus. Small Worlds and the Groundbreaking Theory of Networks
- 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
  - Social Networks: An Introduction
  - Studying Social Networks. A Guide to Empirical Research
- 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
  - 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
  - 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
  - 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
  - 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
  - Algorithmic Graph Theory and Sage - Full book online (2013).
  - Analyzing Social Networks
  - Introduction to Social Network Methods - Full book online (2001).
- Topic-specific
  - Communities and Networks: Using Social Network Analysis to Rethink Urban and Community Studies
  - Comparing Policy Networks. Labor Politics in the U.S., Germany, and Japan
  - Conducting Personal Network Research: A Practical Guide
  - The Connected Past. Challenges to Network Studies in Archaeology and History
  - The Development of Social Network Analysis: A Study in the Sociology of Science - up paper, 2011](http://moreno.ss.uci.edu/91.pdf)).
  - Dynamical Networks in Psychology: More Than A Pretty Picture?
  - Dynamical Processes on Complex Networks
  - Economic Networks: Theory and Computation
  - Fundamentals of Brain Network Analysis
  - Inside Criminal Networks
  - Neighbor Networks. Competitive Advantage Local and Personal
  - Network Analysis Literacy. A Practical Approach to the Analysis of Networks
  - Networks in Social Policy Problems
  - The Oxford Handbook of the Economics of Networks
  - Policy Debates as Dynamic Networks: German Pension Politics and Privatization Discourse
  - Small Worlds: The Dynamics of Networks between Order and Randomness
  - Theories of Communication Networks
  - The Chessboard and the Web. Strategies of Connection in a Networked World - Marie Slaughter (2017); applies network science to world politics.
  - Towards Relational Sociology
  - Die Verbundenheit der Dinge. Eine Kulturgeschichte der Netze und Netzwerke [The Connectedness of Things. A Cultural History of Nets and Networks
  - Visualisierung komplexer Strukturen. Grundlagen der Darstellung mehrdimensionaler Netzwerke
  - Dynamical Processes on Complex Networks
  - Egocentric Network Analysis with R - An online book/tutorial that covers a lot of similar ground.
  - Towards Relational Sociology
  - Policy Debates as Dynamic Networks: German Pension Politics and Privatization Discourse
  - Visualisierung komplexer Strukturen. Grundlagen der Darstellung mehrdimensionaler Netzwerke
  - Policy Debates as Dynamic Networks: German Pension Politics and Privatization Discourse
  - Visualisierung komplexer Strukturen. Grundlagen der Darstellung mehrdimensionaler Netzwerke
  - Fundamentals of Brain Network Analysis
  - Policy Debates as Dynamic Networks: German Pension Politics and Privatization Discourse
  - Small Worlds: The Dynamics of Networks between Order and Randomness
  - The Chessboard and the Web. Strategies of Connection in a Networked World - Marie Slaughter (2017); applies network science to world politics.
  - Verdeckte soziale Netzwerke im Nationalsozialismus. Die Entstehung und Arbeitsweise von Berliner Hilfsnetzwerken für verfolgte Juden [Hidden Social Networks in National Socialism: The origins and working methods of Berlin assistance networks for persecuted Jews - networks-during-the-holocaust/) and [video presentation in English](https://www.youtube.com/watch?v=SlQ7stSU-9w)).
  - Visualisierung komplexer Strukturen. Grundlagen der Darstellung mehrdimensionaler Netzwerke
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).
  - 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
  - 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
  - Graphs and Networks
  - 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).

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 440 Varia 222 Professional Groups 175 Books 133 Review Articles 100 Journals 93 License 76 Datasets 49 Courses 40 Selected Papers 30 Conferences 27

Sub Categories

Topic-specific 252 Social, Economic and Political Networks 155 R 150 Research Groups (USA) 115 Two-Mode Networks 88 Tutorials 68 Blog Series 68 Fictional Networks 60 Research Groups (Other) 51 Python 45 C / C++ 40 Julia 29 Method-specific 27 General Overviews 26 Archeological and Historical Networks 23 Syntaxes 23 Software-specific 20 JavaScript 18 Network Science 14 Bibliographic, Citation and Semantic Networks 13 Network Modeling 12 Small Worlds 11 Graph Theory 11 Biological, Ecological and Disease Networks 11 MATLAB 10 Algorithms 10 Dissemination 8 Classics 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