awesome-network-analysis
Network Analysis Resources
A curated list of resources and references for network analysis
A curated list of awesome network analysis resources.
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last commit: almost 2 years agoLinked from 7 awesome lists
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Awesome Network Analysis / Books / Dissemination | |||
| paper | , by the NetSciEd team (c. 2016) - Available in several languages ( ) | ||
Awesome Network Analysis / Books / General Overviews | |||
| Readable online | , by Laurent Beauguitte, in French (2023). | ||
| on GitHub | 370 | almost 3 years ago | , by Filippo Menczer, Santo Fortunato, and Clayton A. Davis - Tutorials, datasets and other resouces (2020) |
| review | , by David Easley and Jon Kleinberg - Full pre-publication draft ( ; 2010) | ||
| related material | , by Jeroen Bruggeman ( ; 2008) | ||
Awesome Network Analysis / Books / Method-specific | |||
| website | , by Radhakrishnan Nagarajan, Marco Scutari and Sophie Lèbre ( ; 2013) | ||
| website | , by Marco Scutari and Jean-Baptiste Denis ( ; 2014) | ||
| chapter proofs | , edited by Roberto Tamassia ( ; 2013) | ||
| review in French | , edited by Carl Knappett (2013; ) | ||
Awesome Network Analysis / Books / Software-specific | |||
| in Japanese | , by Wouter de Nooy, Andrej Mrvar and Vladimir Batagelj (2011; also and ) | ||
| code | 243 | almost 14 years ago | (using Python), by Maksim Tsvetovat and Alexander Kouznetsov ( ; 2011) |
| R package | 294 | about 6 years ago | , by Eric D. Kolaczyk and Gabor Csárdi ( ; 2014) |
Awesome Network Analysis / Books / Topic-specific | |||
| companion website | edited by Tom Brughmans, Anna Collar and Fiona Coward (2016; ) | ||
| follow-up paper, 2011 | , by Linton C. Freeman, in English and several other languages (2004; ) | ||
| related publications | , by Marten Düring, in German (2015; and ) | ||
Awesome Network Analysis / Conferences | |||
| ASONAM - IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining | |||
Awesome Network Analysis / Conferences / ASONAM - IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining | |||
| SNAA - Workshop on Social Network Analysis in Applications | |||
Awesome Network Analysis / Conferences | |||
| 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) | ||
Awesome Network Analysis / Conferences / PolNet - Annual Political Networks Workshops and Conference | |||
| Videos from the Political Networks 2009 Conference | |||
Awesome Network Analysis / Conferences | |||
| NetSci - International School and Conference on Social Networks | Organized by the Network Science Society (NetSci) | ||
Awesome Network Analysis / Conferences / NetSci - International School and Conference on Social Networks | |||
| Large-scale Structures in Networks: Hidden Communities and Latent Hierarchies | Talk by at NetSci 2019 | ||
Awesome Network Analysis / Conferences | |||
| Sunbelt - Social Networks Conference of the International Network for Social Network Analysis | Organized by the International Network for Social Network Analysis (INSNA) | ||
Awesome Network Analysis / Courses | |||
| Complex Networks | , by Rémy Cazabet (University Lyon 1 and ENS Lyon, 2022) | ||
Awesome Network Analysis / Courses / Complex Networks | |||
| Network Science CheatSheets | 20 | over 3 years ago | |
Awesome Network Analysis / Courses | |||
| Complex Networks | , by Peter Sheridan Dodds (University of Vermont, 2016; Twitter: ) | ||
Awesome Network Analysis / Courses / Complex Networks | |||
| Tarot Cards for Principles of Complex Systems and Complex Networks | |||
Awesome Network Analysis / Courses | |||
| Graph Theory and Applications | , by Paul Van Dooren - Full lecture slides (Hamilton Institute, Dublin, 2009) | ||
| Graph Theory (Mathematics) | , by Christopher Griffin - Full lecture notes (Penn State University, 2012) | ||
| Graphs and Networks | , by Dan Spielman (Yale University, 2013) | ||
| Network Analysis and Modeling (Computer Science) | , by Aaron Clauset - Full lecture slides and readings (University of Colorado, 2022) | ||
| Networks, Complexity and Its Applications (Media Arts and Sciences) | , by Cesar Hidalgo (MIT, 2011) | ||
| Networks, Crowds and Markets | , by David Easley, Jon Kleinberg and Eva Tardos ( ; Cornell University via edX, 2016) | ||
| Networks (Economics) | , by Mardavij Roozbehani and Evan Sadler (MIT, 2018) | ||
Awesome Network Analysis / Courses / Networks (Economics) | |||
| Networks (Economics) | , by Daron Acemoglu and Asu Ozdaglar (MIT, 2009) | ||
Awesome Network Analysis / Courses | |||
| Network Science (Computer Science) | , by Constantine Dovrolis - Mostly open access readings (Georgia Tech, 2015) | ||
| Political Networks: Methods and Applications | , by Zeev Maoz (University of California in Davis, 2012) | ||
| Social and Economic Networks: Models and Analysis | , by Matthew O. Jackson (Stanford University via Coursera, 2015) | ||
| Social Network Analysis | , by Lada Adamic (University of Michigan via Coursera, not yet run) | ||
| Social Network Analysis | and , by Matthew J. Denny - Workshop notes and slides (2014–5) | ||
| Social Network Analysis with Pajek | , by Andrej Mrvar (University of Ljubljana, 2016) | ||
| Social Networks | , by Dennis M. Feehan (University of Berkeley, 2017) | ||
| The Structure of Information Networks | , by Jon Kleinberg - Links to many diverse readings (Cornell University, 2008) | ||
Awesome Network Analysis / Datasets | |||
| Animal Social Network Repository | Large “ .” | ||
| Bayesian Network Repository | |||
| Bill Cosponsorship Networks in European Parliaments | 17 | over 9 years ago | Legislative cosponsorship networks, in R format |
| 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 | 5,964 | about 2 years ago | |
| Hetionet: an integrative network of disease | 268 | over 3 years ago | A complex biological network, available in multiple formats, including JSON and |
| igraphdata | R data-centric package | ||
| igraphwalshdata | Another R data-centric package | ||
| Interaction Web Database | Ecological species interactions | ||
| International Currencies 1890-1910 | Historical data on the international connections between 45 currencies | ||
| KONECT - The Koblenz Network Collection | Includes, among other things, networks of collaboration in DBpedia and Wikipedia, GitHub ( ) | ||
| 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 ( , , ) | ||
| Manlio De Domenico’s Complex Multilayer Networks | |||
| Mark E.J. Newman’s Network Data | ( ) | ||
| Network Repository | Fully searchable database containing hundreds of real-world networks | ||
| Network Science Book - Network Datasets | Network data sets from Albert-László Barabási’s 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 | ||
| 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 | |||
| Philosophers Networks from Randall Collins’s The Sociology of Philosophies | |||
| Siena Datasets | |||
| SocioPatterns Datasets | Network data obtained through the 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 | ||
| UCI Network Data Repository | |||
| UCINET Datasets | Network data in UCINET format | ||
Awesome Network Analysis / Journals | |||
| GDR ARSHS | , in English and in French ( ) | ||
| @ConnectionsSNA | (INSNA). Twitter: | ||
| Older archives | (INSNA). | ||
Awesome Network Analysis / Professional Groups | |||
| AFS RT 26 “Réseaux sociaux” | Thematic Network of the French Sociological Association (AFS), in French ( ) | ||
| APSA Political Networks | Organized Section of the American Political Science Association (APSA). Twitter: | ||
| ECPR Political Networks SG | Standing Group of the European Consortium for Political Research. Twitter: | ||
| GDR ARSHS - GDR Analyse de réseaux en sciences humaines et sociales | , in French - Research group based in Paris | ||
| Groupe FMR - Flux, Matrices, Réseaux | , in French. Twitter: | ||
| INSNA - International Network for Social Network Analysis | ( ). Twitter: | ||
| Mathematical Sociology Section of the American Sociological Association (ASA) | . Twitter: | ||
| NetSci - Network Science Society | . Twitter: | ||
| Society of Young Network Scientists (SYNS) | . Supports early-career network scientists. Twitter: | ||
Awesome Network Analysis / Professional Groups / Research Groups (USA) | |||
| Annenberg Networks Network (ANN) | Research group studying social networks at the University of Southern California | ||
| Center for Applied Network Analysis (CANA) | Research group based at the University of Southern California School of Medicine | ||
| Channing Division of Network Medicine | Research division within the Department of Medicine at Brigham and Women’s Hospital | ||
| Complex Human Networks Reading Group (CoHN) | Reading list from a seminar held at MIT in 2001–2 | ||
| Duke Network Analysis Center | |||
| Interdependence in Governance and Policy Research Group | Led by Bruce A. Desmarais at Penn State University | ||
| Indiana University Network Science Institute (IUNI) | |||
| Interdisciplinary Center for Network Science and Applications (iCeNSA) at the University of Notre Dame | |||
| LINKS Center for Social Network Analysis at the Gatton College of Business and Economics, University of Kentucky | |||
| NetSCI Lab at the Rutgers School of Communication and Information | |||
| Network Dynamics Group at the Annenberg School for Communication, University of Pennsylvania | . Twitter: | ||
| Network Interdependence in Social Systems | (NISS Lab) - Led by Skyler J. Cranmer at Ohio State University | ||
| Network Science Center at the U.S. Military Academy (USMA) in West Point | ( ) | ||
| Network Science IGERT at the University of California at Santa Barbara (UCSB) | Features an graduate programme | ||
| Networks, Computation, and Social Dynamics Lab | Headed by Carter T. Butts. Part of the (CNRA) at the University of California in Irvine | ||
| Northeastern University Network Science Institute | Features a PhD in Network Science program | ||
| Northeastern University Center for Complex Network Research | Led by Albert-László Barabási | ||
| Northeastern University MOBS Lab - Laboratory for the Modeling of Biological and Socio-technical Systems | Led by Alessandro Vespignani | ||
| Pacific Ecoinformatics and Computational Ecology Lab | Non-profit study group of ecological networks (“food webs”) | ||
| Peter J. Mucha’s Research Group at the University of North Carolina at Chapel Hill | |||
| Stanford Network Analysis Project | , by | ||
| Warren Center for Network & Data Sciences at the University of Pennsylvania | |||
| Yale Institute for Network Science (YINS) | |||
Awesome Network Analysis / Professional Groups / Research Groups (Other) | |||
| Cambridge Networks Network (CNN) | Research network on complex networks | ||
| Centre for Business Network Analysis, University of Greenwich | Focused on economic/organisational network analysis | ||
| Center for Network Science, Central European University, Budapest | Features a PhD in Network Science program | ||
| Complex Networks | Research group based in Paris | ||
| Cx-Nets | Virtual collaboration between four complex networks research groups | ||
| Data Science Group | Wroclaw-based research group that studies, among many things, complex networks and other network-related topics | ||
| Digital Humanities | Interdisciplinary group of researchers at the Marc Bloch Centre in Berlin, with many network science projects | ||
| Forschungscluster der Universitäten Trier und Mainz “Gesellschaftliche Abhängigkeiten und soziale Netzwerke” | , in German | ||
| GDR Analyse de réseaux en sciences humaines et sociales | – French research group with funds to support training and workshops on network analysis for social scientists | ||
| Historical Network Research (HNR) | Platform for scholars interested in network analysis for historical research | ||
Awesome Network Analysis / Professional Groups / Research Groups (Other) / Historical Network Research (HNR) | |||
| HNR Conferences, Workshops and Other Events | |||
| HNR Talks | Videos, in German | ||
Awesome Network Analysis / Professional Groups / Research Groups (Other) | |||
| ANR-Lab - International Laboratory for Applied Network Research | Russian group based at the National Research University in Moscow | ||
Awesome Network Analysis / Professional Groups / Research Groups (Other) / ANR-Lab - International Laboratory for Applied Network Research | |||
| Theory and Methods in Network Analysis (“TMSA”) Summer Schools | |||
Awesome Network Analysis / Professional Groups / Research Groups (Other) | |||
| Large Graphs and Networks | Research group at the Catholic University of Louvain ( ) | ||
| MelNet Social Network Research Group, Swinburne University of Technology | . Twitter: | ||
| Mitchell Centre for Social Network Analysis, University of Manchester | Currently studies . Twitter: | ||
| Murata Laboratory | Tokyo-based research group, studying bi-, tri- and k-partite (hyper)networks | ||
| NetLab | Research network at the University of Toronto, led by Barry Wellman | ||
| Network Science Research Centre, Swansea University | |||
| Network Dynamics | Research Lab at McGill University, led by | ||
| NEtwoRks, Data, and Society (NERDS) | Research group at IT University of Copenhagen | ||
| Netzwerkerei | Historical research project on the connections between Jewish intellectuals | ||
| ORIO - Observatoire des Réseaux Intra- et Inter-Organisationnels | A research program on networks and regulation | ||
Awesome Network Analysis / Professional Groups / Research Groups (Other) / ORIO - Observatoire des Réseaux Intra- et Inter-Organisationnels | |||
| ‘Réseaux et Régulation’ Conference Cycle | Seminar based at Sciences Po in Paris, France | ||
Awesome Network Analysis / Professional Groups / Research Groups (Other) | |||
| Redes-Sociales | , in Spanish - Information network based at the Universitat Autònoma de Barcelona | ||
| RES-HIST : Réseaux et histoire | , in French - Blog posts from a research group on historical networks | ||
Awesome Network Analysis / Professional Groups / Research Groups (Other) / RES-HIST : Réseaux et histoire | |||
| RES-HIST Conferences | |||
Awesome Network Analysis / Professional Groups / Research Groups (Other) | |||
| SocioPatterns | Interdisciplinary research group that uses wireless sensors to study social network data | ||
| SoNAR-C - Social Network Analysis Research Center, University of Italian Switzerland (USi) | |||
| Topographies of Entanglements. Mapping Medieval Networks | Research platform based at the Austrian Academy of Sciences that focuses on applying network theory and visualisation to medieval history | ||
| UCL Centre for Organisational Network Analysis (CONA) | |||
| Virtual Observatory for the Study of Online Networks (VOSON) | Research and software development project located at the Australian National University | ||
Awesome Network Analysis / Review Articles / Archeological and Historical Networks | |||
| Analyse de réseaux et histoire | , in French ( , 2005) | ||
| Analyser les réseaux du passé en archéologie et en histoire | , in French ( , 2014) | ||
| Formale Methoden der Netzwerkanalyse in den Geschichtswissenschaften: Warum und Wie? [Formal Network Methods in History: Why and How?] | , in German ( ; , 2012) | ||
| From Hermeneutics to Data to Networks: Data Extraction and Network Visualization of Historical Sources | ( , 2015) | ||
| Graph Theory and Networks in Biology | ( ; , 2007) | ||
| Introduction à la visualisation de données : l’analyse de réseau en histoire | , in French ( , 2015) | ||
| Introduction : où en est l’analyse de réseaux en histoire ? [Introducción: ¿en qué punto se encuentra el análisis de redes en Historia?] | , in French and Spanish ( , 2011) | ||
| Networks and History | ( , 2002) | ||
| Networks in Historical Research | (in , 2013) | ||
| Networks of Power in Archaeology | ( , 2014) | ||
| Netzwerkanalyse in den Geschichtswissenschaften. Historische Netzwerkanalyse als Methode für die Erforschung von historischen Prozessen | , in German ( , 2015) | ||
| The Roots and Shoots of Archaeological Network Analysis: A Citation Analysis and Review of the Archaeological Use of Formal Network Methods | ( , 2014) | ||
| Thinking Through Networks: A Review of Formal Network Methods in Archaeology | ( , 2013) | ||
Awesome Network Analysis / Review Articles / Bibliographic, Citation and Semantic Networks | |||
| Assessing Impact and Quality from Local Dynamics of Citation Networks | ( , 2012) | ||
| Atypical Combinations and Scientific Impact | ( , 2013) | ||
| On Bibliographic Networks | ( , 2013) | ||
| Dynamic Scientific Co-Authorship Networks | ( , 2012) | ||
| Extracting Citation Networks from Publications in Classics | ( , 2016) | ||
| Self-Citations, Co-Authorships and Keywords: A New Approach to Scientists’ Field Mobility? | ( , 2007) | ||
| Socio-Semantic Frameworks | ( ; , 2013) | ||
| Socio-Semantic Modeling of Epistemic Communities | (APSA, 2014) | ||
| Tradition and Innovation in Scientists’ Research Strategies | ( , 2015) | ||
Awesome Network Analysis / Review Articles / Biological, Ecological and Disease Networks | |||
| Biological Networks | ( , 2014) | ||
| Interactome Networks and Human Disease | ( , 2011) | ||
| Network Analysis: An Integrative Approach to the Structure of Psychopathology | ( , 2013) | ||
| Network Biology: Understanding the Cell’s Functional Organization | Accessible introduction to (cellular) network analysis ( , 2004) | ||
| Network Medicine: A Network-based Approach to Human Disease | ( , 2011) | ||
| Social Networks and the Spread of Infectious Diseases: the AIDS Example | ( , 1985) | ||
| Structure and Dynamics of Molecular Networks: A Novel Paradigm of Drug Discovery. A Comprehensive Review | Also includes an impressive list of network analysis software ( , 2013) | ||
Awesome Network Analysis / Review Articles / Complex and Multilayer Networks | |||
| The Architecture of Complexity | From network theory to complexity theory ( , 2007) | ||
| Complex Systems and Networks | (special issue of , 2009) | ||
| Multilayer Networks in a Nutshell | ( , 2019) | ||
| Statistical Mechanics of Complex Networks | ( , 2002) | ||
| The Structure and Function of Complex Networks | ( , 2003) | ||
Awesome Network Analysis / Review Articles / Ethics of Network Analysis | |||
| A Cautionary Note on Data Inputs and Visual Outputs in Social Network Analysis (SNA) | ( ; , 2014) | ||
| Ethical Dilemmas in Social Network Research | (special issue of , 2005) | ||
| Ethical and Strategic Issues in Organizational Social Network Analysis | ( , 2003) | ||
Awesome Network Analysis / Review Articles / Network Modeling | |||
| A Brief History of Statistical Models for Network Analysis and Open Challenges | ( , 2012) | ||
| Basic Models and Questions in Statistical Network Analysis | ( , 2017) | ||
| Introduction to Stochastic Actor-Based Models for Network Dynamics | ( ; , 2010) | ||
| Navigating the Range of Statistical Tools for Inferential Network Analysis | ( , 2017) | ||
| Positional Analysis and Blockmodeling | ( , 2012) | ||
| Social Network Evolution and Actor Oriented Models | ( , 1997) | ||
| Statistical Models for Social Networks | ( , 2011) | ||
| A Survey of Statistical Network Models | Book-length review ( ; , 2010) | ||
| A Unified View of Generative Models for Networks: Models, Methods, Opportunities, and Challenges | ( ; on “ ”) | ||
Awesome Network Analysis / Review Articles / Network Visualization | |||
| Explorations into the Visualization of Policy Networks | ( , 1999) | ||
| Graphical Techniques for Exploring Social Network Data | ( , 2005) | ||
| Methods of Social Network Visualization | ( , 2009; ) | ||
| Social Networks | ( , 2013) | ||
Awesome Network Analysis / Review Articles / Social, Economic and Political Networks | |||
| A propos de la notion de rôle dans l’analyse des relations sociales | ( , 2011) | ||
| Brokerage | ( , 2012) | ||
| Birds of a Feather: Homophily in Social Networks | ( , 2001) | ||
| Mixed-Method Approaches to Social Network Analysis | (ESRC NCRM Discussion Paper, 2010) | ||
| Network Analysis and Political Science | ( , 2011) | ||
| Network Analysis for International Relations | ( , 2009) | ||
| Network Analysis in the Social Sciences | ( , 2009) | ||
| Networks and Trade | ( , 2018) | ||
| Networks in Social Psychology, Beginning with Kurt Lewin | ( , 2014) | ||
| Networks in the Understanding of Economic Behaviors | ( , 2014) | ||
| Positions and Roles | ( , 2011) | ||
| The Social and the Sexual: Networks in Contemporary Demographic Research | (PSC Working Paper Series, 2013) | ||
| Social Network Analysis in the Study of Terrorism and Political Violence | ( ; , 2011) | ||
| Social Networks and Crime: Pitfalls and Promises for Advancing the Field | ( , 2019) | ||
| The Small World | Urban Social Networks: Some Methodological Problems and Possibilities ( , 1989) | ||
Awesome Network Analysis / Selected Papers | |||
| Aux sources des grands réseaux d’interactions. Retour sur quelques propriétés déterminantes des réseaux sociaux issus de corpus documentaires | , by Pascal Cristofoli, in French - Reviews the current state of relational sociology and network analysis in light of the large-scale and online data ( , 2008) | ||
| Birds of a Feather, Or Friend of a Friend? Using Exponential Random Graph Models to Investigate Adolescent Social Networks | , by Steven M. Goodreau, James A. Kitts and Martina Morris - Accessible introduction to the logic and application of exponential random graph modeling ( , 2001) | ||
| Chains of Affection: The Structure of Adolescent Romantic and Sexual Networks | , by Peter S. Bearman, James Moody and Katherine Stovel - Classic example of topological network analysis applied to a network of affective and sexual ties ( , 2004) | ||
| Coauthorship and Citation Patterns in the Physical Review | , by Travis Martin - Highly typical study of scientific publishing productivity and collaboration through temporal network analysis ( ; , 2013) | ||
| The Convergence of Social and Technological Networks | , by Jon Kleinberg - Discusses small-world effects and social contagion within the context of the Internet and social media ( , 2008) | ||
| Deux traditions d’analyse des reseaux sociaux | , by Michael Eve ( ; , 2002) | ||
| Homophily and Contagion Are Generically Confounded in Observational Social Network Studies | , by Cosma R. Shalizi and Andrew C. Thomas - Makes a very important point for the analysis of network diffusion and influence ( , 2011) | ||
| La notion de réseau complexe : du réseau comme abstraction et outil à la masse de données des réseaux sociaux en ligne | , by Alain Barrat, in French - Accessible introduction to the study of complex networks ( , 2013) | ||
| Network Analysis, Culture, and the Problem of Agency | , by Mustafa Emirbayer and Jeff Goodwin ( , 1994), and , by Mustafa Emirbayer ( , 1997) - Sociological foundations for a science of social ties | ||
| Network Theory, Plot Analysis | , by Franco Moretti - Example applications of (fictional) network analysis in literary studies ( , 2011) | ||
| Node Centrality in Weighted Networks: Generalizing Degree and Shortest Paths | , by Tore Opsahl, Filip Agneessens and John Skvoretz - Explores the generalization of network centrality and distance measures to (positively) valued graphs ( , 2010; ) | ||
| Scale-Free Networks | , by Albert-László Barabási and Eric Bonabeau - Early, accessible formulation of the “networks are everywhere” argument ( , 2003) | ||
| Social Networks and Causal Inference | , by Tyler J. VanderWeele and Weihua An - Reviews the different ways in which network analysis can produce meaningful causal statements, as well as the inherent limits of network analysis for doing so ( , 2013) | ||
| The Performativity of Networks | , by Kieran Healy - Network analysis meets science studies: social networks, like financial markets, are highly subject to performativity, i.e. the possibility that reality might be altered by its theoretical inquiry ( , 2015) | ||
| Revisiting the Foundations of Network Analysis | , by Carter T. Butts - On choosing the right network representation to frame a research problem | ||
| Robust Action and the Rise of the Medici, 1400-1434 | , by John F. Padgett and Christopher K. Ansell - Classic analysis of power relations in the Renaissance Florentine state ( , 1993) | ||
| The Strength of Weak Ties | , by Mark Granovetter - Arch-classic example of applying network analysis to a social issue: jobseeking ( , 1973) | ||
| The Ties that Divide: A Network Analysis of the International Monetary System, 1890–1910 | ( , 2005) and ( , 2009), both by Marc Flandreau and Clemens Jobst - Network analysis of the foreign exchange system in the late 19th century ( ) | ||
| Topics in Social Network Analysis and Network Science | , by A. James O’Malley and Jukka-Pekka Onnela - 50-page introduction to network analysis, with just the right amount of detail on all aspects of it ( , forthcoming 2017) | ||
Awesome Network Analysis / Software | |||
| ArcGIS Network Analyst | Network-based spatial analysis software for solving complex routing problems | ||
| CFinder | Cross-platform Java program to identify clusters and communities through the Clique Percolation Method (CPM) | ||
| Circos | Cross-platform program to produce circular layouts of network data, written in Perl | ||
| Cytoscape | Cross-platform Java program to build, analyze and visualize networks. Also a JavaScript library | ||
Awesome Network Analysis / Software / Cytoscape | |||
| Network Analysis with Cytoscape Tutorial | Illustrated through an archaeological and geographical case study (2013) | ||
Awesome Network Analysis / Software | |||
| Discourse Network Analyzer (DNA) | Qualitative content analysis tool with network export facilities, written in Java with R integration | ||
| E-Net | Windows program for ego network analysis | ||
| EgoNet | Cross-platform Java program for ego network analysis | ||
| EgoWeb | Server-side software for social network data collection and processing | ||
| easyN | Online tool aimed at representing and sharing gene interaction networks as well as Petri net models | ||
| Gephi | Cross-platform, free and open source tool for network visualization | ||
Awesome Network Analysis / Software / Gephi | |||
| Clément Levallois’ Gephi Tutorials | |||
| Geographische Netzwerkvisualisierung mit dem Programm ‘Gephi’ | , in German (2016) | ||
| Introduction to Network Analysis and Visualization with Gephi | (2015) | ||
| Practical Social Network Analysis With Gephi | (2014) | ||
Awesome Network Analysis / Software | |||
| GLEAMviz Simulator | Cross-platform tool intended for the prediction of human epidemics | ||
| Graph Commons | Collaborative platform for mapping, analyzing and publishing data-networks | ||
| Graphia | Cross-platform tool to visualize large and complex networks ( ) | ||
| Graphviz | Cross-platform software to draw graphs in the DOT graph drawing language | ||
| Graphy | 48 | almost 7 years ago | Graph theory library written in Ruby |
| GraphX | module to perform graph-related parallel computation | ||
| Linkage | Online tool to visualize and model networks with textual edges | ||
| Lynks | Web-based tool for simple network analysis and visualization | ||
| Mathematica | Cross-platform program with graph theory and network analysis functionalities | ||
Awesome Network Analysis / Software / Mathematica | |||
| IGraph/M | 94 | almost 2 years ago | Interface to use the library from within Mathematica, using standard Mathematica objects |
Awesome Network Analysis / Software | |||
| Metamaps | Free, open-source platform to draw networks, currently in beta | ||
| MuxViz | Cross-platform, free and open source tool to study multilayer networks, based on R and GNU Octave | ||
| Neo4j | Open source, scalable graph database, used by companies like | ||
| Network Canvas | A free and open-source set of survey tools for ego-centric and personal network studies, including and a | ||
| Node Overlap and Segregation Software | Web-based tool to compute ’s node overlap and segregation measures | ||
| Nodegoat | Web-based data management, network analysis and visualisation environment ( ) | ||
| NodeXL | Free, open-source template to explore network graphs with Microsoft Excel | ||
Awesome Network Analysis / Software / NodeXL | |||
| The NodeXL Series | Series of blog posts on using NodeXL (2013) | ||
Awesome Network Analysis / Software | |||
| ORA-LITE | Windows program for dynamic meta-network assessment and analysis | ||
| OSoMe | Web-based platform to analyze social media data, including through Twitter-based and co-occurrence networks | ||
| Pajek | Windows program for large network analysis, free for noncommercial use | ||
Awesome Network Analysis / Software / Pajek | |||
| Analyse des réseaux : une introduction à Pajek | , in French (2011) | ||
| La détection de communautés avec Pajek 3.6 | , in French (2012) | ||
Awesome Network Analysis / Software | |||
| Palladio | Web-based spatial network visualization tool by the at Stanford University | ||
| PARTNER - Program to Analyze, Record, and Track Networks to Enhance Relationships | Excel-based tool for building networks from surveys | ||
| PIGALE - Public Implementation of a Graph Algorithm Library and Editor | Windows program and C++ library to analyze planar graphs | ||
| PNet | Simulation and estimation of (one-mode and multilevel) exponential random graph models (ERGMs), written in Java for Windows | ||
| Polinode | Web-based platform to both analyze network data as well as collect network data via relationship-based surveys | ||
| PUCK - Program for the Use and Computation of Kinship data | Cross-platform Java program for genealogical network analysis | ||
| qgis-edge-bundling | 64 | over 5 years ago | Implementation of force-directed edge bundling for the QGIS Processing toolbox |
| Radatools | Set of tools intended for the analysis of complex networks, built on top of , a library written in Ada | ||
| Retina | Web application to share GEXF and GraphML network visualizations | ||
| SageMath | Free open-source mathematics software with extensive | ||
| Segrada | Cross-platform tool to build and visualize semantic graph databases | ||
| Siena | Simulation Investigation for Empirical Network Analysis. Formerly a Windows program, now developed as the RSiena R package | ||
| SocNetV - Social Network Visualizer | Cross-platform program that includes a to construct hyperlink networks | ||
| SoNIA - Social Network Image Animator | Tool to visualize dynamic or longitudinal network data. Formerly a ( ), now developed as the ndtv R package | ||
| SparklingGraph | Cross-platform tool to perform large-scale, distributed network computations with Apache Spark’s GraphX module; written in Java and Scala | ||
| SPaTo Visual Explorer | Cross-platform program for the visualization and exploration of complex networks | ||
| StOCNET | Several Windows programs developed by the same team as Siena | ||
| Tulip | Cross-platform network analysis and visualization framework built on top of a C++ library, with plugins dedicated to specific biological and physical networks. Also available through its | ||
| UCINET | Windows commercial software package for the analysis of social network data | ||
| Uberlink | Software suite for online (hyperlink) network analysis, by the research project | ||
Awesome Network Analysis / Software / Uberlink | |||
| VOSON System | Web-based software for the collection and analysis of online network data | ||
| VOSON Data Provider for NodeXL | ( ; to be discontinued in 2016) | ||
| vosonR | R client for the VOSON software (in development) | ||
Awesome Network Analysis / Software | |||
| UNISoN | Cross-platform program to download and visualize Usenet data. | ||
| VennMaker: An Actor-Centered Interactive Network Mapping Tool | Cross-platform Java program for ego network analysis | ||
Awesome Network Analysis / Software / VennMaker: An Actor-Centered Interactive Network Mapping Tool | |||
| VennMaker for Historians: Sources, Social Networks and Software | (also available in Spanish; 2011) | ||
Awesome Network Analysis / Software | |||
| Visone | Cross-platform Java network analysis and visualization program, free for noncommercial use | ||
Awesome Network Analysis / Software / Visone | |||
| Visone Tutorials | Including one using an archaeological case study (2017) | ||
Awesome Network Analysis / Software | |||
| Vizster | Cross-platform Java program to visualize online social networks | ||
| VOSviewer | Cross-platform Java tool for constructing and visualizing bibliometric networks | ||
Awesome Network Analysis / Software / Algorithms | |||
| algo.graph | 16 | about 9 years ago | Basic graph theory algorithms written in Clojure |
| CONGA and CONGO | Algorithms to detect overlapping communities in networks, written in Java | ||
| ForceAtlas2 | Force-directed layout included in Gephi ( ) | ||
| Linkcomm - Link Communities in Complex Networks | 92 | over 5 years ago | Community detection algorithms, available in C++, Python |
| MixNet - Erdös-Rényi Mixture Model for Networks | Community detection method, available in C++ and R | ||
| OSLOM2 - Order Statistics Local Optimization Method | Clustering algorithm | ||
| vbmod: Variational Bayesian Inference for Network Modularity | MATLAB and Python implementations of a | ||
| weighted-modularity-LPAwbPLUS | 29 | over 10 years ago | Julia, MATLAB and R implementations of two algorithms to find weighted modularity in bipartite networks |
Awesome Network Analysis / Software / C / C++ | |||
| Benchmark Graphs to Test Community Detection Algorithms | C++ code to generate weighted and unweighted graphs | ||
| BGL - Boost Graph Library | C++ library that provides a generic interface to access graph structures | ||
| igraph | C library of network analysis tools; also exists as packages for Python and R | ||
| MapEquation | C++ code for the Infomap method of multilevel community detection | ||
| Louvain Method | C++ code for the | ||
| networks.tb | C program designed for analyzing socio-semantic networks. Runs on Linux and Mac OS X | ||
| OGDF - Open Graph Drawing Framework | Self-contained C++ class library for diagram, network and tree layouts | ||
| OpenOrd: Large-scale Graph Layout (formerly DrL) | C++ algorithm, also available as a | ||
| RAPIDS cuGraph | 1,782 | almost 2 years ago | Python packages and C/C++/CUDA libraries focused on GPU-accelerated graph analytics |
| Stanford Network Analysis Project | C++ general purpose network analysis and graph mining library. Available as a Python library and in Microsoft Excel via NodeXL | ||
| Walktrap | C++ program that implements the | ||
Awesome Network Analysis / Software / Java | |||
| GraphStore | 73 | almost 2 years ago | In-memory graph structure implementation, powering Gephi |
| GraphStream | Java library for the modeling and analysis of dynamic graphs | ||
| Mixer | 1 | over 8 years ago | Prototype showing how to use to continuously merge multiple large graphs into a single derived one |
Awesome Network Analysis / Software / JavaScript | |||
| Cytoscape.js | Network analysis and visualization library | ||
| d3.js | JavaScript visualization library that can plot | ||
Awesome Network Analysis / Software / JavaScript / d3.js | |||
| d3-force: Force-directed graph layout | 1,822 | over 2 years ago | using velocity Verlet integration |
| d3-vector: Define connections between nodes as directional vectors | 4 | about 7 years ago | , consisting of angles and magnitudes |
Awesome Network Analysis / Software / JavaScript | |||
| GENSI | JavaScript graphical tool to collect ego-centered network data ( ) | ||
| Gephi Lite | 213 | almost 2 years ago | Web-based, lighter version of Gephi |
| GoJS | Visualization library to draw diagrams and several types of network layouts | ||
| Graphology | Specification and reference implementation for a robust and multipurpose JavaScript object | ||
| greuler | Visualization library to build and manipulate graphs through a simple API. Powered by d3.js and | ||
| jLouvain | 151 | about 5 years ago | Louvain community detection for Javascript ( ) |
| NetworkCube | 93 | about 4 years ago | "Dynamic Network Visualizations [for] Domain Scientists." For demo examples, see |
| Oligrapher | 101 | about 2 years ago | Library initially developed to visualise |
| Popoto.js | 515 | almost 2 years ago | Library based on d3.js that provides a graph based search interface |
| Sigma | JavaScript library dedicated to graph drawing | ||
| vis.js | JavaScript library with network visualization capabilities | ||
| VivaGraphJS | 3,783 | almost 2 years ago | Graph drawing library ( ) |
| viz.js | Use Graphviz in Web pages | ||
Awesome Network Analysis / Software / Julia | |||
| BayesNets.jl | 219 | over 2 years ago | Package to work with Bayesian networks |
Awesome Network Analysis / Software / Julia / BayesNets.jl | |||
| Smile.jl | 2 | almost 10 years ago | Julia wrapper for the , which covers Bayesian networks and influence diagrams |
Awesome Network Analysis / Software / Julia | |||
| EcologicalNetwork.jl | 69 | about 3 years ago | Package to compute measures of ecological network structures |
| EvolvingGraphs | 52 | over 8 years ago | Package to create, manipulate and study time-dependent networks |
Awesome Network Analysis / Software / Julia / EvolvingGraphs | |||
| Dynamic Network Analysis in Julia | |||
Awesome Network Analysis / Software / Julia | |||
| Graphs.jl | 205 | almost 5 years ago | Package to manipulate graph objects in Julia |
Awesome Network Analysis / Software / Julia / Graphs.jl | |||
| Creating Network Diagrams in Plotly from Julia | |||
| MetaGraphs | 60 | almost 2 years ago | Graph data structures with multiple heterogeneous metadata for Graphs.jl |
Awesome Network Analysis / Software / Julia | |||
| JuliaGraphs | Suite of Julia packages for network analysis | ||
Awesome Network Analysis / Software / Julia / JuliaGraphs | |||
| GraphVisualize.jl | 5 | over 6 years ago | Graph visualization built on top of |
| LightGraphs.jl | 672 | almost 5 years ago | Graph library with a focus on performance and simplicity |
| LightGraphsExtras.jl | 21 | over 4 years ago | Community detection and other functionalities for the LightGraphs.jl package |
| NetworkLayout.jl | 96 | almost 2 years ago | Layout algorithms for graphs and trees |
| Networks.jl | 3 | about 9 years ago | Additional graph functions for the LightGraphs.jl package |
| GraphCentrality.jl | 4 | about 10 years ago | Adds network measures to the Graphs.jl package |
Awesome Network Analysis / Software / Julia | |||
| MatrixNetworks.jl | 109 | almost 2 years ago | A method to handle graph/matrix/network structures |
| NetworkFlows.jl | 3 | over 9 years ago | Package of network flows algorithms |
| NetworkViz.jl | 29 | over 9 years ago | Package to visualize graphs produced with LightGraphs.jl, using |
Awesome Network Analysis / Software / Julia / NetworkViz.jl | |||
| Video presentation of the package | by its author at JuliaCon 2016 | ||
Awesome Network Analysis / Software / Julia | |||
| PhyloNetworks.jl | 158 | almost 2 years ago | Package to manipulate, analyze and visualize phylogenetic networks |
| TikzGraphs | 77 | over 4 years ago | Package to create graph layouts using the TikZ graphics language |
Awesome Network Analysis / Software / MATLAB | |||
| Brain Connectivity Toolbox | Toolbox for complex-network analysis of structural and functional brain-connectivity data, with links to many related projects | ||
| Complex Networks Package for MatLab | |||
| CONTEST | Random network toolbox that implements nine network models | ||
| Generalized Louvain | Variant of the Louvain community detection algorithm | ||
| MatlabBGL | Graph library based on the C++ Boost Graph Library | ||
| MATLAB RBN Toolbox | Simulation und visualization of Random Boolean Networks | ||
Awesome Network Analysis / Software / Python | |||
| bokeh | Python library for interactive data visualization in the browser, with support for networks | ||
| cdlib | 379 | about 2 years ago | Python community detection library, with 60+ methods and evaluation/visualization features |
| dash-cytoscape | 612 | about 2 years ago | Interactive network visualization library in Python, powered by Cytoscape.js and Dash |
| graph-tool | Python module for network manipulation and analysis, written mostly in C++ for speed | ||
| Graphinate | Python package aimed at generating graphs from data sources, built on top of | ||
| graphviz | Python renderer for the DOT graph drawing language | ||
| graspologic | 833 | almost 2 years ago | Python package for statistical algorithms, models, and visualization for single and multiple networks |
Awesome Network Analysis / Software / Python / graspologic | |||
| Tutorials on algorithms and models | |||
Awesome Network Analysis / Software / Python | |||
| hiveplot | Python utility for drawing networks as hive plots on matplotlib, a more comprehensive network visualization | ||
| karateclub | 2,178 | about 2 years ago | Python package for unsupervised learning on graph structured data with a scikit-learn like API |
| linkpred | 142 | almost 2 years ago | Assess the likelihood of potential links in a future snapshot of a network |
| littleballoffur | 705 | over 2 years ago | Python package for sampling from graph structured data with a scikit-learn like API |
| metaknowledge | Python package to turn bibliometrics data into authorship and citation networks | ||
| networkx | Python package for the creation, manipulation, and study of the structure, dynamics, and functions of complex networks | ||
Awesome Network Analysis / Software / Python / networkx | |||
| Implementing an ERGM from Scratch in Python | , using networkx and numpy (2014) | ||
| nxviz | 458 | about 2 years ago | Visualization package for NetworkX |
Awesome Network Analysis / Software / Python | |||
| nngt | Library-agnostic graph generation and analysis that wraps around , and ). Includes normalized graph measures, advanced visualizations, (geo)spatial tools, and interfaces for neuroscience simulators | ||
| npartite | 12 | over 6 years ago | Python algorithms for community detection in n-partite networks |
| parag | 2 | about 2 years ago | Interactive visualization of higher-order graphs in Python |
| PyGraphistry | 2,184 | almost 2 years ago | Python library to extract, transform, and visually explore big graphs |
| python-igraph | Python version of the igraph network analysis package | ||
| python-louvain | A solid implementation of Louvain community detection algorithm | ||
| Raphtory | A platform for building and analysing temporal networks | ||
| RAPIDS cuGraph | 1,782 | almost 2 years ago | Python packages and C/C++/CUDA libraries focused on GPU-accelerated graph analytics |
| rustworkx | 1,165 | almost 2 years ago | A high performance Python graph library implemented in Rust |
| scipy.sparse.csgraph | Fast graph algorithms based on sparse matrix representations | ||
| Snap.py | A Python interface for SNAP (a general purpose, high performance system for analysis and manipulation of large networks) | ||
| SnapVX | 65 | about 6 years ago | A convex optimization solver for problems defined on a graph |
| tnetwork | 15 | almost 3 years ago | Python library for temporal networks, and dynamic community detection in particular |
| TQ (Temporal Quantities) | Python 3 library for temporal network analysis | ||
| uunet | Tools for multilayer social networks | ||
Awesome Network Analysis / Software / Python / uunet | |||
| Related book and data | . See for the R version | ||
Awesome Network Analysis / Software / Python | |||
| webweb | MATLAB/Python library to produce interactive network visualizations with d3.js | ||
Awesome Network Analysis / Software / R | |||
| amen | Additive and multiplicative effects models for relational data | ||
| backbone | Provides methods for binarizing a weighted network retaining only significant edges | ||
Awesome Network Analysis / Software / R / backbone | |||
| Introduction to the backbone package | |||
Awesome Network Analysis / Software / R | |||
| Bergm | Tools to analyse Bayesian exponential random graph models (BERGM). Related Twitter: | ||
| bipartite | Functions to visualize bipartite (two-mode) networks and compute indices commonly used in ecological research. See also: R package | ||
| blockmodeling | Implementats generalized blockmodeling for valued networks | ||
| bnlearn | Tools for ( ) | ||
| brainGraph | Tools for performing graph theory analysis of brain MRI data | ||
| btergm | Tools to fit temporal ERGMs by bootstrapped pseudolikelihood. Also provides MCMC maximum likelihood estimation, goodness of fit for ERGMs, TERGMs, and stochastic actor-oriented models (SAOMs), and tools for the micro-level interpretation of ERGMs and TERGMs | ||
| CCAS | 5 | over 9 years ago | Statistical model for communication networks |
| concoR | 9 | over 10 years ago | Implementation of the CONCOR network blockmodeling algorithm ( ) |
| ContentStructure | 6 | almost 11 years ago | Implements an extension to the |
| DiagrammeR | 1,702 | almost 2 years ago | Connects R, RStudio and JavaScript libraries to draw graph diagrams ( ) |
| dodgr | Computes distances on dual-weighted directed graphs, such as street networks, using priority-queue shortest paths | ||
| edgebundle | 126 | almost 2 years ago | Edge bundling algorithms, useful to e.g. draw networks of transport maps |
| egor | Tools for importing, analyzing and visualizing ego-centered network data, in various formats | ||
| EpiModel | Tools for simulating mathematical models of infectious disease dynamics ( ) | ||
| ergm | Estimation of Exponential Random Graph Models (ERGMs) | ||
Awesome Network Analysis / Software / R / ergm | |||
| ERGM: edgecov and dyadcov Specifications | |||
Awesome Network Analysis / Software / R | |||
| ergMargins | Process analysis for ERGMs | ||
| ergmito | ERGMs for small networks | ||
| fergm | Frailty ERGMs | ||
| GERGM | Estimation and diagnosis of the convergence of Generalized Exponential Random Graph Models (GERGM) | ||
| geomnet | Single-geometry approach to network visualization with | ||
| ggnetwork | Multiple-geometries approach to plot network objects with | ||
| ggraph | Grammar of graph graphics built in the spirit of . See also: R package | ||
| goldfish | 61 | about 2 years ago | Dynamic Network Actor-Oriented Model (DyNAM) for the statistical analysis of coordination networks through time |
| graphlayouts | Layout algorithms based on the concept of | ||
Awesome Network Analysis / Software / R / graphlayouts | |||
| Introducing graphlayouts with Game of Thrones | |||
| Network Visualizations in R using ggraph and graphlayouts | |||
Awesome Network Analysis / Software / R | |||
| hergm | Estimate and simulate hierarchical exponential-family random graph models (HERGM) with local dependence | ||
| hierformR | – Determine paths and states that social networks develop over time to form social hierarchies | ||
| igraph | A collection of network analysis tools | ||
Awesome Network Analysis / Software / R / igraph | |||
| Network Analysis and Visualization with R and igraph | (2016) | ||
Awesome Network Analysis / Software / R | |||
| ig.degree.betweenness | 37 | almost 2 years ago | an igraph implementation of the community detection algorithm (2024) |
| influenceR | Compute various node centrality network measures by Burt, Borgatti and others | ||
| keyplayer | Implements several network centrality measures | ||
| latentnet | Latent position and cluster models for network objects | ||
| levelnet | 9 | over 3 years ago | Experimental package to analyze one-mode projections of bipartite (two-mode) networks. See also: R package |
| lpNet | Linear programming model aimed at infering biological (signalling, gene) networks | ||
| mlergm | Multilevel Exponential-Family Random Graph Models, to model nodes nested within known blocks | ||
| multigraph | Functions to build and visualize all sorts of multigraphs | ||
| multigraphr | Random multigraph models, statistics of multigraph properties, and goodness of fit tests | ||
| multinet | Tools for multilayer social networks | ||
Awesome Network Analysis / Software / R / multinet | |||
| Related book and data | , and . See for the Python version | ||
Awesome Network Analysis / Software / R | |||
| multinets | Package to handle multilevel networks in | ||
| migraph | A set of tools that extend common social network analysis packages for analysing multimodal and multilevel networks | ||
| ndtv | Tools to construct animated visualizations of dynamic network data in various formats | ||
| neo4r | 106 | over 4 years ago | Neo4J driver for R |
| networkD3 | Create d3.js network graphs from R | ||
| netdiffuseR | Tools to analyze the network diffusion of innovations | ||
| netrankr | Up-to-date collection of network centrality indices, with lots of documentation | ||
Awesome Network Analysis / Software / R / netrankr | |||
| Network Centrality in R: An Introduction | Includes a review of relevant R packages | ||
| Network Centrality in R: Neighborhood Inclusion | |||
| Network Centrality in R: New Ways of Measuring Centrality | (2018) | ||
Awesome Network Analysis / Software / R | |||
| netseg | Various measures of network segregation and homophily | ||
| NetSim | Simulate and combine micro-models to research their impact on the macro-features of social networks | ||
| netUtils | 15 | almost 2 years ago | Various network functions and methods, e.g. computing the Cartesian product of two graphs or fitting a discrete core periphery model |
| network | Basic tools to manipulate relational data in R | ||
| networkdata | 144 | over 2 years ago | Includes 979 network datasets containing 2135 networks |
| networkdiffusion | 7 | over 5 years ago | Simulate and visualize basic epidemic diffusion in networks |
| networkDynamic | Support for dynamic, (inter)temporal networks | ||
| networksis | Tools to simulate bipartite networksgraphs with the degrees of the nodes fixed and specified | ||
| PAFit | Nonparametric estimation of preferential attachment and node fitness in temporal complex networks | ||
| PCIT | Implements Partial Correlation with Information Theory in order to identify meaningful correlations in weighted networks, such as gene co-expression networks | ||
| RCy3 | Interface between R and recent versions of Cytoscape | ||
| RCyjs | Interface between R and Cytoscape.js | ||
| qgraph | Tools to model and visualize psychometric networks; also aimed at weighted graphical models) | ||
Awesome Network Analysis / Software / R / qgraph | |||
| Network Model Selection Using qgraph 1.3 | (2014) | ||
| qgraph Examples | |||
| qgraph: Network Visualizations of Relationships in Psychometric Data | (2012) | ||
Awesome Network Analysis / Software / R | |||
| relevent | Tools to fit relational event models (REM) | ||
Awesome Network Analysis / Software / R / relevent | |||
| informR | Tools to create sequence statistics from event lists to be used in | ||
Awesome Network Analysis / Software / R | |||
| rem | Estimate endogenous network effects in event sequences and fit relational event models (REM), which measure how networks form and evolve over time | ||
| rgexf | Export network objects from R to GEXF for manipulation with software like Gephi or Sigma | ||
| Rgraphviz | Support for using the Graphviz library and its DOT graph drawing language from within R | ||
| RSiena | Simulation Investigation for Empirical Network Analysis; fits models to longitudinal network data | ||
| signnet | Methods to analyse signed networks (structural balance, blockmodeling, centrality, etc.) | ||
| sna | Basic network constructors, measures and visualization tools | ||
| snahelper | RStudio addin which provides a GUI to visualize and analyse networks | ||
Awesome Network Analysis / Software / R / snahelper | |||
| Introduction to snahelper (Part 1) | |||
| Introduction to snahelper (Part 2) | |||
Awesome Network Analysis / Software / R | |||
| SocialMediaLab | Tools for collecting social media data and generating networks from it ( , ) | ||
| spectralGOF | Computes the spectral goodness of fit (SGOF), a measure of how well a network model explains the structure of an observed network | ||
| spnet | Methods for visualizing spatial networks on maps in the class | ||
| spNetwork | Methods for spatial network analysis, including e.g. kernel density estimation, distances and point pattern analysis | ||
| statnet | The project behind many R network analysis packages ( , ) | ||
Awesome Network Analysis / Software / R / statnet | |||
| Exponential Random Graph Models (ERGMs) Using statnet | (2022) | ||
| Guides for Using the statnet Package | (2010) | ||
| Modeling Valued Networks with statnet | (2022) | ||
Awesome Network Analysis / Software / R | |||
| tergm | Fit, simulate and diagnose models for temporal exponential-family random graph models (TERGM) | ||
| tidygraph | ‘Tidy’ approach to building graph structures. See also: R package | ||
Awesome Network Analysis / Software / R / tidygraph | |||
| Introducing tidygraph | |||
| Tidying up your network analysis with tidygraph and ggraph | |||
Awesome Network Analysis / Software / R | |||
| tnam | Tools to fit temporal and cross-sectional network autocorrelation models (TNAM) | ||
| tnet | Network measures for weighted, two-mode and longitudinal networks | ||
| tsna | Tools for temporal social network analysis | ||
| visNetwork | 545 | over 2 years ago | Using vis.js library for network visualization |
| xergm | Extensions of exponential random graph models (ERGM, GERGM, TERGM, TNAM and REM) | ||
Awesome Network Analysis / Software / Stata | |||
| nwcommands: Network Analysis Using Stata | ( , ) | ||
| SNA with Stata | Blog documenting the use of the netplot Stata package | ||
Awesome Network Analysis / Software / Syntaxes | |||
| DOT | Graph drawing syntax used by the Graphviz software | ||
| GEXF | File format used by the Gephi software | ||
| GraphML | Comprehensive and easy-to-use file format for graphs ( ) | ||
| JGraphT | Java graph library for graph data structures and algorithms ( ) | ||
| JUNG - Java Universal Network/Graph Framework | Extensible library to represent network objects | ||
| PGF/TikZ | of vector graphics languages that can be used to draw graphs in the typesetting environment | ||
Awesome Network Analysis / Software / Syntaxes / PGF/TikZ | |||
| Awesome LaTeX: TiKZ | 1,419 | about 2 years ago | |
| How to Draw Graphs in LaTeX? | |||
| TikZ Graph Examples | |||
| TikZ & PGF Manual | |||
| TKZ | Packages based on TikZ | ||
Awesome Network Analysis / Software / Syntaxes | |||
| TLP - Tulip Software Graph Format | Graph syntax used by the Tulip software framework | ||
| Cypher | Graph query language used by | ||
Awesome Network Analysis / Software / Tutorials | |||
| A tutorial for network centrality in R | 2 | almost 2 years ago | (2023) |
| Basic and Advanced Network Visualization with Gephi and R | (2016) | ||
| Basic Network Analysis in R using igraph and related packages | (2022) | ||
| Interactive and Dynamic Network Visualization in R | and JavaScript libraries (2016) | ||
| Nodegoat and Palladio: Introductory Workshop | Aimed at humanists (2015) | ||
| Static and Dynamic Network Visualization with R | Covers the igraph, network, ggraph, network, networkD3, ndtv, threejs and visNetwork packages (2019) | ||
| Tidy Network Analysis in R using the tidygraph package | (2022) | ||
Awesome Network Analysis / Varia | |||
| +100 herramientas para el análisis de redes sociales | Long list of diverse applications of network analysis, with shorts descriptions in Spanish | ||
| Awesome graph classification | 4,767 | over 3 years ago | Comprehensive list of graph embedding papers with title, authors, link to the paper and reference implementation |
| Awesome community detection | 2,342 | over 2 years ago | Comprehensive list of community detection papers with title, authors, link to the paper and reference implementation |
| Centrality Measures as a Signature of Roles in Rousseau’s Les Confessions | Analysis of a real-world character network | ||
| Cheat Sheet: Social Network Analysis for Humanists | Basic notions to remember when assembling and manipulating network data | ||
| Computer Technologies for the Historical Research of Intellectual Networks | Series of videos by historians, featuring Marten Düring and Scott Weingart | ||
| Convert Between Graph Formats | Online service to convert from/to many different common graph formats | ||
| David Knoke on Network Analysis | 20-minute interview that discusses the uses and benefits of network analysis, drawing upon Knoke’s research on terrorist networks | ||
| Glossary of Terms for Statistical Network Models | |||
| Linton C. Freeman’s Social Network Research Publications | , spanning from 1955 to today | ||
| Mapping the Republic of Letters | Research project on early-modern scholarship ( ) | ||
| Mixed-Method Approaches to Social Network Analysis | Videos of a conference at the Middlesex University School of Law (2014) | ||
| Modeling Complex Social Networks: Challenges and Opportunities for Statistical Learning and Inference | Video of a seminar talk by Jennifer Neville at Purdue University (2011) | ||
| NetSciEd - Network Science in Education | International initiative aimed at improving network literacy | ||
| Network Fact | (@) - Twitter account on networks, graph theory, and related topics | ||
| Network Map of Knowledge and Art | DBPedia-derived networks of who-was-influenced-by-whom directed ties, using SPARQL and Gephi | ||
| Network Science | (@) - A thematic list of Twitter accounts, curated by | ||
| The Networks Network | Mailing-list (mostly historians from the HNR network) | ||
| New Perspectives for Relational Learning | Videos (and more) from a workshop at the Banff International Research Station (BIRS) (2015) | ||
| Open Graph protocol | A proposed standard to turn any Web page into a “social graph object.” | ||
| Periodic Table of Network Centrality | Interactive periodic table of centrality indices | ||
| Picking Sides | Community detection in the political network of Middle Eastern alliances between various state and nonstate powers ( ) | ||
| Psych Networks | Website with news, references and about network modeling for psychological data | ||
| Tutorial Paper on New Methods for Estimating Psychological Networks | |||
| (Psychological) Network Analysis Workshops | 3-day workshop on psychological network analysis using R (2019) | ||
| Should I do Social Network Analysis? | |||
| The Small World of Psychopathology | Paper on how psychiatric symptoms connec to each other ( ) | ||
| Social Network Analysis in DBpedia | Highly didactic Master’s dissertation, showing how to use SPARQL and Pajek | ||
| SNA-DE Mailing-List | , in German | ||
| SPARQL for R Tutorial - Hollywood Social Network Analysis | Also uses Gephi | ||
| A Sociology Citation Network | and - Examples of scientific co-citation networks | ||
| Using Metadata to Find Paul Revere | and - Network analysis applied to American revolutionaries | ||
| Visual Complexity. An Exploration on Mapping Complex Networks | Tons of beautiful network and tree visualizations ( , also in Chinese and French) | ||
| Visualizing Historical Networks | Historical network research projects at Harvard University | ||
Awesome Network Analysis / Varia / Visualizing Historical Networks | |||
| Angoulême in 1764 | |||
| Economists in Cambridge | |||
| The Inner Life of Empires: An Eighteenth Century History | |||
Awesome Network Analysis / Varia / Blog Series | |||
| Archaeological Networks | Tom Brughmans’ blog, aimed at archaeologists and historians | ||
| Blog Posts About Networks by Aaron Clauset | |||
| Blog Posts About Networks by Baptiste Coulmont | , in French | ||
| Blog Posts About Networks by Cosma R. Shalizi | |||
| Blog Posts About Networks by François Briatte | , in French | ||
| Blog Posts About Networks by Katya Ognyanova | |||
| Blog Posts About Networks by Pierre Mercklé | , in French | ||
| Blog Posts About Networks on the Bad Hessian Blog | , by various contributors | ||
| R-Bloggers | Blog posts about networks on , an aggregator of R blogs: | ||
Awesome Network Analysis / Varia / Blog Series / R-Bloggers | |||
| Networks | |||
| Social Network Analysis | |||
Awesome Network Analysis / Varia / Blog Series | |||
| Cosma R. Shalizi’s Notebooks | on network-related topics, definitely worth listing in (selective) detail: | ||
Awesome Network Analysis / Varia / Blog Series / Cosma R. Shalizi’s Notebooks | |||
| Analysis of Network Data | |||
| Assortative Social Networks and Neutral Cultural Evolution | |||
| Biochemical Network Evolution | |||
| Citations and Citation Networks | |||
| Community Discovery Methods for Complex Networks | |||
| Complex Networks | |||
| Experiments on Social Networks | |||
| Exponential Random Graph Models (ERGMs) | |||
| Graph Sampling Algorithms | |||
| Graph Theory | |||
| Homophily and Influence in Social Networks | |||
| Inferring Networks from Non-Network Data | |||
| Joint Modeling of Texts and Networks | |||
| Network Comparison | |||
| Networks of Political Actors | |||
| Relational Learning | |||
| Social Contagion, Information Cascades, Diffusion of Innovations, Etc. | |||
| Social Networks | |||
| Stochastic Block Models | |||
Awesome Network Analysis / Varia / Blog Series / Cosma R. Shalizi’s Notebooks / Stochastic Block Models | |||
| An Annotated Bibliography on Stochastic Blockmodels | See also: (2019) | ||
Awesome Network Analysis / Varia / Blog Series / Daniel Little’s blog posts on the philosophy of social science: | |||
| Networks | |||
| Social Networks | |||
Awesome Network Analysis / Varia / Blog Series / Martin Grandjean’s blog posts about (mostly) network visualization, in English and French: | |||
| Network Analysis | |||
| Social Networks | |||
Awesome Network Analysis / Varia / Blog Series | |||
| Networks Demystified | , a series of blog posts by Scott B. Weingart | ||
| Netze und Netzwerke | , in English and German - Blog on the history of network analysis, by Sebastian Gießmann ( ) | ||
| R / Notes: Networks | Blog posts focused on manipulating networks in R, by François Briatte | ||
| TNT: The Network Thinkers | Valdis Krebs’ blog | ||
| Under Roquentin’s Chestnut Tree | Moses Boudourides’ blog on analyzing (mostly) networks with Python | ||
Awesome Network Analysis / Varia / Blog Series / Yannick Rochat’s blog posts about digital humanities, in English and French: | |||
| Character Networks | |||
| Network Analysis | |||
Awesome Network Analysis / Varia / Fictional Networks | |||
| Analyzing Networks of Characters in Love Actually | Features a cluster analysis and a (using R + Shiny) | ||
| Character Co-Occurrences in Victor Hugo’s Les Misérables | , plotted as an adjacency matrix, written in Python (+ Javascript) | ||
| Lessons on Exponential Random Graph Modeling from Grey’s Anatomy hook-ups | (using R) | ||
| Network Analysis of Shakespeare’s Macbeth | (using Python) | ||
| The Network and Trajectories of Transitions among Sentential Co-Occurrences of Characters of Arthur Conan Doyle’s A Study in Scarlet | (using Python; ) | ||
| Network Visualization: Mapping Shakespeare’s Tragedies | |||
| Social Network Analysis of Alice in Wonderland | |||
| Star Wars Social Networks: The Force Awakens | Also an example of a social network analysis written in F# | ||
| Universal Properties of Mythological Networks | ( ) | ||
Awesome Network Analysis / Varia / Network Science | |||
| Editing a Normal Science Journal in Social Science | Reflections on the journal by its founding editor | ||
| The Emergence of Network Science | Video documentary, featuring Steven H. Strogatz and many others | ||
| Albert-László Barabási’s review articles | From : | ||
Awesome Network Analysis / Varia / Network Science / Albert-László Barabási’s review articles | |||
| Taming Complexity | |||
| The Network Takeover | |||
Awesome Network Analysis / Varia / Network Science | |||
| The Invasion of the Physicists | How “network ” came up | ||
| Isolated Social Networkers | , and - Series of blog posts that predate the advent of “network science” as a buzzword, but that touch upon the same issues as those now being discussed under that heading | ||
| The ‘New’ Science of Networks | Review of network science books published in 2002-2003 | ||
| Predicting Highly Cited Papers | Prediction of the next highly cited papers in network science | ||
| Social Network and Network Science Co-Citations Across Disciplines in 1996-2013 | 21 | over 11 years ago | |
| Three Hard Questions about Network Science | |||
| A Twenty-First Century Science | Essay by Duncan J. Watts | ||
| What is Network Science? | First editorial of the recent journal | ||
Awesome Network Analysis / Varia / Small Worlds | |||
| The Erdös Number Project | Research project on the collaborative ties and network distance between mathematicians | ||
| How Small is the World, Really? | Discussion of “ degrees of separation” small-world experiments | ||
| The Oracle of Bacon | Based on an that resulted in a | ||
| Panel: Six Degrees of Separation | Video of a conference at Cornell University, featuring Duncan J. Watts, Steven H. Strogatz, Jon Kleinberg and other speakers | ||
| Patterns in the Ivy: The Small World of Metal | Example of a two-mode network analysis based on metal artists and bands | ||
| Six Degrees of Francis Bacon | Interactive visualization of a well-documented early modern historical network | ||
| Six Degrees of Separation | Wikipedia English entry | ||
Awesome Network Analysis / Varia / Two-Mode Networks | |||
| L’analyse des graphes bipartis | , in French (2013) | ||
| Basic Notions for the Analysis of Large Two-mode Networks | ( , ; , 2008) | ||
| Fitting Large Signed Two-mode Blockmodels: Problems and Prospects | |||
| Generalized Blockmodeling of Two-mode Network Data | ( ) | ||
| Generalized Two-Mode Cores | |||
| Partitioning Signed Two-Mode Networks | |||
| Working with Bipartite/Affiliation Network Data in R | (2012) | ||
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