awesome-network-analysis
A curated list of awesome network analysis resources.
https://github.com/briatte/awesome-network-analysis
Last synced: 13 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).
- 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 (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; 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 (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; 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).
- 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
- 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
- Small Worlds: The Dynamics of Networks between Order and Randomness
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 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 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 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).
- CNDay - Cambridge Networks Day - Convened by the Cambridge Networks Network.
- 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
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).
- 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, Python package, R package).
- 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 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.