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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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 2 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 13 years ago (using Python), by Maksim Tsvetovat and Alexander Kouznetsov ( ; 2011)
R package 294 over 5 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 2 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 8 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 1 year ago
Hetionet: an integrative network of disease 268 over 2 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 about 6 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 11 months 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 4 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
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 8 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 4 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 9 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 11 months 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 12 months ago In-memory graph structure implementation, powering Gephi
GraphStream Java library for the modeling and analysis of dynamic graphs
Mixer 1 over 7 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 almost 2 years ago using velocity Verlet integration
d3-vector: Define connections between nodes as directional vectors 4 about 6 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 11 months 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 4 years ago Louvain community detection for Javascript ( )
NetworkCube 93 over 3 years ago "Dynamic Network Visualizations [for] Domain Scientists." For demo examples, see
Oligrapher 101 over 1 year ago Library initially developed to visualise
Popoto.js 515 about 1 year 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 12 months ago Graph drawing library ( )
viz.js Use Graphviz in Web pages

Awesome Network Analysis / Software / Julia
BayesNets.jl 219 over 1 year ago Package to work with Bayesian networks

Awesome Network Analysis / Software / Julia / BayesNets.jl
Smile.jl 2 about 9 years ago Julia wrapper for the , which covers Bayesian networks and influence diagrams

Awesome Network Analysis / Software / Julia
EcologicalNetwork.jl 69 over 2 years ago Package to compute measures of ecological network structures
EvolvingGraphs 52 over 7 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 about 4 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 about 1 year 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 5 years ago Graph visualization built on top of
LightGraphs.jl 672 about 4 years ago Graph library with a focus on performance and simplicity
LightGraphsExtras.jl 21 over 3 years ago Community detection and other functionalities for the LightGraphs.jl package
NetworkLayout.jl 96 10 months ago Layout algorithms for graphs and trees
Networks.jl 3 about 8 years ago Additional graph functions for the LightGraphs.jl package
GraphCentrality.jl 4 about 9 years ago Adds network measures to the Graphs.jl package

Awesome Network Analysis / Software / Julia
MatrixNetworks.jl 109 about 1 year ago A method to handle graph/matrix/network structures
NetworkFlows.jl 3 over 8 years ago Package of network flows algorithms
NetworkViz.jl 29 over 8 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 11 months ago Package to manipulate, analyze and visualize phylogenetic networks
TikzGraphs 77 over 3 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 1 year ago Python community detection library, with 60+ methods and evaluation/visualization features
dash-cytoscape 612 about 1 year 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 about 1 year 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 over 1 year ago Python package for unsupervised learning on graph structured data with a scikit-learn like API
linkpred 142 11 months ago Assess the likelihood of potential links in a future snapshot of a network
littleballoffur 705 over 1 year 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 1 year 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 5 years ago Python algorithms for community detection in n-partite networks
parag 2 over 1 year ago Interactive visualization of higher-order graphs in Python
PyGraphistry 2,184 11 months 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 11 months ago Python packages and C/C++/CUDA libraries focused on GPU-accelerated graph analytics
rustworkx 1,165 10 months 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 over 5 years ago A convex optimization solver for problems defined on a graph
tnetwork 15 about 2 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 8 years ago Statistical model for communication networks
concoR 9 over 9 years ago Implementation of the CONCOR network blockmodeling algorithm ( )
ContentStructure 6 about 10 years ago Implements an extension to the
DiagrammeR 1,702 11 months 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 about 1 year 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 1 year 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 11 months 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 2 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 3 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 about 1 year 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 1 year ago Includes 979 network datasets containing 2135 networks
networkdiffusion 7 over 4 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 1 year 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 over 1 year 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 11 months 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 2 years ago Comprehensive list of graph embedding papers with title, authors, link to the paper and reference implementation
Awesome community detection 2,342 over 1 year 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 10 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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