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@@ -1,11 +1,10 @@
 Awesome Network Analysis !Awesome (https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg) (https://github.com/sindresorhus/awesome) !DOI 
 (https://zenodo.org/badge/DOI/10.5281/zenodo.7869481.svg) (https://doi.org/10.5281/zenodo.7869481)
 Awesome Network Analysis !Awesome (https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg) (https://github.com/sindresorhus/awesome) !DOI 
 (https://zenodo.org/badge/DOI/10.5281/zenodo.7869481.svg) (https://doi.org/10.5281/zenodo.7869481)
An awesome list (https://github.com/sindresorhus/awesome) of resources to construct, analyze and visualize network data.
Inspired by Awesome Deep Learning (https://github.com/ChristosChristofidis/awesome-deep-learning), Awesome Math (https://github.com/rossant/awesome-math) and others. Started in 2016, and irregularly updated 
since then.
Inspired by Awesome Deep Learning (https://github.com/ChristosChristofidis/awesome-deep-learning), Awesome Math (https://github.com/rossant/awesome-math) and others. Started in 2016, and irregularly updated since then.
!Adamic and Glance’s network of political blogs, 2004. (https://raw.githubusercontent.com/briatte/awesome-network-analysis/master/illustration.png) (http://www.maths.tcd.ie/~mnl/store/AdamicGlance2004a.pdf)
@@ -67,10 +66,9 @@
- _A Novitiate in a Period of Change: An Experimental and Case Study of Social Relationships (https://f.briatte.org/temp/sampson1968.pdf)_, by Samuel F. Sampson (unpublished PhD dissertation, 1968).
- _Social Network Analysis (https://uk.sagepub.com/en-gb/eur/social-network-analysis/book249668)_, by John Scott (2017).
- _Social Network Analysis. Methods and Applications (http://www.cambridge.org/ar/academic/subjects/sociology/sociology-general-interest/social-network-analysis-methods-and-applications)_, by Stanley Wasserman
and Katherine Faust (1994).
- _The Structure and Dynamics of Networks (http://press.princeton.edu/titles/8114.html)_, edited by Mark E.J. Newman, Albert-László Barabási and Duncan J. Watts - 600 pages of classic network analysis articles
(2006).
- _Social Network Analysis. Methods and Applications (http://www.cambridge.org/ar/academic/subjects/sociology/sociology-general-interest/social-network-analysis-methods-and-applications)_, by Stanley Wasserman and Katherine Faust 
(1994).
- _The Structure and Dynamics of Networks (http://press.princeton.edu/titles/8114.html)_, edited by Mark E.J. Newman, Albert-László Barabási and Duncan J. Watts - 600 pages of classic network analysis articles (2006).
Dissemination
@@ -78,20 +76,18 @@
- _Connected: The Surprising Power of Our Social Networks and How They Shape Our Lives (http://www.connectedthebook.com/)_, by Nicholas A. Christakis and James H. Fowler (2009).
- _Linked: The New Science of Networks (https://barabasi.com/book/linked)_, by Albert-László Barabási (2002).
- _Network Literacy: Essential Concepts and Core ideas (https://sites.google.com/a/binghamton.edu/netscied/teaching-learning/network-concepts)_, by the NetSciEd team (c. 2016) - Available in several languages 
(paper (https://academic.oup.com/comnet/article-abstract/4/3/457/1745356)).
- _Network Literacy: Essential Concepts and Core ideas (https://sites.google.com/a/binghamton.edu/netscied/teaching-learning/network-concepts)_, by the NetSciEd team (c. 2016) - Available in several languages (paper 
(https://academic.oup.com/comnet/article-abstract/4/3/457/1745356)).
- _Nexus. Small Worlds and the Groundbreaking Theory of Networks (http://books.wwnorton.com/books/Nexus/)_, by Mark Buchanan (2003).
- _Six Degrees: The Science of a Connected Age (http://books.wwnorton.com/books/detail.aspx?ID=7599)_, by Duncan J. Watts (2003).
General Overviews
- _A First Course in Network Science (https://www.cambridge.org/us/academic/subjects/physics/statistical-physics/first-course-network-science)_, by Filippo Menczer, Santo Fortunato, and Clayton A. Davis - 
Tutorials, datasets and other resouces on GitHub (https://github.com/CambridgeUniversityPress/FirstCourseNetworkScience) (2020).
- _Encyclopedia of Social Networks (http://sk.sagepub.com/reference/socialnetworks)_, edited by George A. Barnett - Covers all sorts of network-related themes (many of them not formal) as well as social 
network analysis (2011).
- _A First Course in Network Science (https://www.cambridge.org/us/academic/subjects/physics/statistical-physics/first-course-network-science)_, by Filippo Menczer, Santo Fortunato, and Clayton A. Davis - Tutorials, datasets and other
resouces on GitHub (https://github.com/CambridgeUniversityPress/FirstCourseNetworkScience) (2020).
- _Encyclopedia of Social Networks (http://sk.sagepub.com/reference/socialnetworks)_, edited by George A. Barnett - Covers all sorts of network-related themes (many of them not formal) as well as social network analysis (2011).
- _Encyclopedia of Social Network Analysis and Mining (https://www.springer.com/us/book/9781461461692)_, edited by Reda Alhajj and Jon Rokne (2014).
- _L'analyse de réseau en sciences sociales. Petit guide pratique (https://hal.science/hal-04052709)_, by Laurent Beauguitte, in French (2023). Readable online 
(https://beauguitte.github.io/analyse-de-reseau-en-shs/).
- _L'analyse de réseau en sciences sociales. Petit guide pratique (https://hal.science/hal-04052709)_, by Laurent Beauguitte, in French (2023). Readable online (https://beauguitte.github.io/analyse-de-reseau-en-shs/).
- _Network Science (http://networksciencebook.com)_, by Albert-László Barabási - Full book online (2016).
- _Network Science (http://www.nap.edu/catalog/11516/network-science)_, by the U.S. National Research Council - Full book online (2005).
- _Network Science: Theory and Practice (http://eu.wiley.com/WileyCDA/WileyTitle/productCd-1118211014.html)_, by Ted G. Lewis (2011).
@@ -120,39 +116,30 @@
Method-specific
- _Bayesian Networks in R with Applications in Systems Biology (https://www.springer.com/fr/book/9781461464457)_, by Radhakrishnan Nagarajan, Marco Scutari and Sophie Lèbre (website 
(http://www.bnlearn.com/book-useR/); 2013).
- _Bayesian Networks in R with Applications in Systems Biology (https://www.springer.com/fr/book/9781461464457)_, by Radhakrishnan Nagarajan, Marco Scutari and Sophie Lèbre (website (http://www.bnlearn.com/book-useR/); 2013).
- _Bayesian Networks with Examples in R (http://www.crcpress.com/product/isbn/9781482225587)_, by Marco Scutari and Jean-Baptiste Denis (website (http://www.bnlearn.com/book-crc/); 2014).
- _The Book of Trees. Visualizing Branches of Knowledge (https://papress.com/products/the-book-of-trees-visualizing-branches-of-knowledge)_, by Manuel Lima - Hundreds of beautiful tree diagrams, from all 
periods of history (2014).
- _The Book of Trees. Visualizing Branches of Knowledge (https://papress.com/products/the-book-of-trees-visualizing-branches-of-knowledge)_, by Manuel Lima - Hundreds of beautiful tree diagrams, from all periods of history (2014).
- _Exponential Random Graph Models for Social Networks (http://www.cambridge.org/9780521193566)_, edited by Dean Lusher, Johan Koskinen and Garry Robins (2013).
- _Generalized Blockmodeling. Structural Analysis in the Social Sciences (http://www.cambridge.org/de/academic/subjects/sociology/sociology-general-interest/generalized-blockmodeling)_, by Patrick Doreian, 
Vladimir Batagelj and Anuška Ferligoj (2004).
- _Handbook of Graph Drawing and Visualization (https://www.crcpress.com/Handbook-of-Graph-Drawing-and-Visualization/Tamassia/9781584884125)_, edited by Roberto Tamassia (chapter proofs 
(https://cs.brown.edu/~rt/gdhandbook/); 2013).
- _Generalized Blockmodeling. Structural Analysis in the Social Sciences (http://www.cambridge.org/de/academic/subjects/sociology/sociology-general-interest/generalized-blockmodeling)_, by Patrick Doreian, Vladimir Batagelj and Anuška
Ferligoj (2004).
- _Handbook of Graph Drawing and Visualization (https://www.crcpress.com/Handbook-of-Graph-Drawing-and-Visualization/Tamassia/9781584884125)_, edited by Roberto Tamassia (chapter proofs (https://cs.brown.edu/~rt/gdhandbook/); 2013).
- _Handbuch Historische Netzwerkforschung. Grundlagen und Anwendungen (http://www.lit-verlag.de/isbn/3-643-11705-2)_, edited by Marten Düring _et al._, in German (2016).
- _An Introduction to Exponential Random Graph Modeling (https://uk.sagepub.com/en-gb/eur/an-introduction-to-exponential-random-graph-modeling/book237737)_, by Jenine K. Harris (2014).
- _Knoten und Kanten. Soziale Netzwerkanalyse in Wirtschafts- und Migrationsforschung (http://www.transcript-verlag.de/978-3-8376-1311-7/knoten-und-kanten)_, edited by Markus Gamper and Linda Reschke, in 
German (2010).
- _Knoten und Kanten 2.0. Soziale Netzwerkanalyse in Medienforschung und Kulturanthropologie (http://www.transcript-verlag.de/978-3-8376-1927-0/knoten-und-kanten-2.0)_, edited by Markus Gamper, Linda Reschke 
and Michael Schönhuth, in German (2012).
- _Knoten und Kanten. Soziale Netzwerkanalyse in Wirtschafts- und Migrationsforschung (http://www.transcript-verlag.de/978-3-8376-1311-7/knoten-und-kanten)_, edited by Markus Gamper and Linda Reschke, in German (2010).
- _Knoten und Kanten 2.0. Soziale Netzwerkanalyse in Medienforschung und Kulturanthropologie (http://www.transcript-verlag.de/978-3-8376-1927-0/knoten-und-kanten-2.0)_, edited by Markus Gamper, Linda Reschke and Michael Schönhuth, in 
German (2012).
- _Knoten und Kanten III. Soziale Netzwerkanalyse in Geschichts- und Politikforschung ()_, edited by Markus Gamper, Linda Reschke and Marten Düring, in German and English (2015).
- _Inferential Network Analysis (https://www.cambridge.org/highereducation/books/inferential-network-analysis/A7797D36A24647AA1F900CE7EF694C7E)_, by Skyler J. Cranmer, Bruce A. Desmarais and Jason Morgan 
(2020).
- _Inferential Network Analysis (https://www.cambridge.org/highereducation/books/inferential-network-analysis/A7797D36A24647AA1F900CE7EF694C7E)_, by Skyler J. Cranmer, Bruce A. Desmarais and Jason Morgan (2020).
- _Multilayer Social Networks (http://multilayer.it.uu.se/book.html)_, by Mark E. Dickison, Matteo Magnani and Luca Rossi (2016).
- _Multilevel Network Analysis for the Social Sciences (https://www.springer.com/fr/book/9783319245188)_, edited by Emmanuel Lazega and Tom A.B. Snijders (2016).
- _Multimodal Political Networks (https://www.cambridge.org/core/books/multimodal-political-networks/43EE8C192A1B0DCD65B4D9B9A7842128)_, by David Knoke, Mario Diani, James Hollway and Dimitri Christopulos 
(2021).
- _Multimodal Political Networks (https://www.cambridge.org/core/books/multimodal-political-networks/43EE8C192A1B0DCD65B4D9B9A7842128)_, by David Knoke, Mario Diani, James Hollway and Dimitri Christopulos (2021).
- _Multivariate Network Visualization (https://www.springer.com/us/book/9783319067926)_, edited by Andreas Kerren, Helen C. Purchase and Matthew O. Ward (2014).
- _Network Analysis in Archaeology (https://global.oup.com/academic/product/network-analysis-in-archaeology-9780199697090)_, edited by Carl Knappett (2013; review in French (https://doi.org/10.4000/nda.2383)).
- _Network Analysis: Methodological Foundations (https://www.springer.com/fr/book/9783540249795)_, edited by Ulrik Brandes and Thomas Erlebach - Covers network centrality, clustering, blockmodels, spatial 
networks and more (2005).
- _Network Analysis: Methodological Foundations (https://www.springer.com/fr/book/9783540249795)_, edited by Ulrik Brandes and Thomas Erlebach - Covers network centrality, clustering, blockmodels, spatial networks and more (2005).
- _Political Networks. The Structural Perspective (http://www.cambridge.org/ar/academic/subjects/sociology/political-sociology/political-networks-structural-perspective)_, by David Knoke (1994).
- _Social Network Analysis for Ego-Nets: Social Network Analysis for Actor-Centred Networks (https://uk.sagepub.com/en-gb/eur/social-network-analysis-for-ego-nets/book240391)_, by Nick Crossley _et al._ 
(2015).
- _Social Network Analysis for Ego-Nets: Social Network Analysis for Actor-Centred Networks (https://uk.sagepub.com/en-gb/eur/social-network-analysis-for-ego-nets/book240391)_, by Nick Crossley _et al._ (2015).
- _Understanding Large Temporal Networks and Spatial Networks 
(https://www.wiley.com/en-gb/Understanding+Large+Temporal+Networks+and+Spatial+Networks%3A+Exploration%2C+Pattern+Searching%2C+Visualization+and+Network+Evolution-p-9780470714522)_, by Vladimir Batagelj _et al._
(2014).
(https://www.wiley.com/en-gb/Understanding+Large+Temporal+Networks+and+Spatial+Networks%3A+Exploration%2C+Pattern+Searching%2C+Visualization+and+Network+Evolution-p-9780470714522)_, by Vladimir Batagelj _et al._ (2014).
Software-specific
@@ -160,8 +147,8 @@
- _Analyzing Social Networks (https://sites.google.com/site/analyzingsocialnetworks/)_ (using UCINET), by Stephen P. Borgatti, Martin G. Everett and Jeffrey C. Johnson (2013).
- _A User’s Guide to Network Analysis in R (https://www.springer.com/us/book/9783319238821)_, by Douglas A. Luke (2015).
- _Data Science and Complex Networks: Real Case Studies with Python (https://global.oup.com/academic/product/data-science-and-complex-networks-9780199639601)_, by Guido Caldarelli and Alessandro Chessa (2016).
- _Exploratory Social Network Analysis with Pajek (http://www.cambridge.org/us/academic/subjects/sociology/research-methods-sociology-and-criminology/exploratory-social-network-analysis-pajek-2nd-edition)_, by
Wouter de Nooy, Andrej Mrvar and Vladimir Batagelj (2011; also in Japanese (http://www.tdupress.jp/books/isbn978-4-501-54710-3.html) and in Chinese (http://product.dangdang.com/22927985.html)).
- _Exploratory Social Network Analysis with Pajek (http://www.cambridge.org/us/academic/subjects/sociology/research-methods-sociology-and-criminology/exploratory-social-network-analysis-pajek-2nd-edition)_, by Wouter de Nooy, Andrej 
Mrvar and Vladimir Batagelj (2011; also in Japanese (http://www.tdupress.jp/books/isbn978-4-501-54710-3.html) and in Chinese (http://product.dangdang.com/22927985.html)).
- _Gephi Cookbook (https://www.packtpub.com/big-data-and-business-intelligence/gephi-cookbook)_ (2015).
- _Graph Drawing Software (http://link.springer.com/book/10.1007/978-3-642-18638-7)_ (covering many programs), edited by Michael Jünger and Petra Mutzel (2004).
- _Introduction to Social Network Methods (http://faculty.ucr.edu/~hanneman/nettext/)_ (using mostly UCINET), by Robert A. Hanneman and Mark Riddle - Full book online (2001).
@@ -178,15 +165,13 @@
- _Communities and Networks: Using Social Network Analysis to Rethink Urban and Community Studies (http://eu.wiley.com/WileyCDA/WileyTitle/productCd-0745654207.html)_, by Katherine Giuffre (2013).
- _Comparing Policy Networks. Labor Politics in the U.S., Germany, and Japan 
(http://www.cambridge.org/ar/academic/subjects/politics-international-relations/comparative-politics/comparing-policy-networks-labor-politics-us-germany-and-japan)_, by David Knoke _et al._ (1996).
- _Conducting Personal Network Research: A Practical Guide (https://www.routledge.com/Conducting-Personal-Network-Research-A-Practical-Guide/McCarty-Lubbers-Vacca-Molina/p/book/9781462538386)_, by Christopher 
McCarty _et al._ (2019).
- _Conducting Personal Network Research: A Practical Guide (https://www.routledge.com/Conducting-Personal-Network-Research-A-Practical-Guide/McCarty-Lubbers-Vacca-Molina/p/book/9781462538386)_, by Christopher McCarty _et al._ (2019).
- _**Egocentric Network Analysis with R** (https://raffaelevacca.github.io/egocentric-r-book/)_ - An online book/tutorial that covers a lot of similar ground.
- _The Connected Past. Challenges to Network Studies in Archaeology and History (https://global.oup.com/academic/product/the-connected-past-9780198748519)_ edited by Tom Brughmans, Anna Collar and Fiona Coward
(2016; companion website (http://connectedpast.net/)).
- _The Connected Past. Challenges to Network Studies in Archaeology and History (https://global.oup.com/academic/product/the-connected-past-9780198748519)_ edited by Tom Brughmans, Anna Collar and Fiona Coward (2016; companion website
(http://connectedpast.net/)).
- _The Development of Social Network Analysis: A Study in the Sociology of Science (http://moreno.ss.uci.edu/)_, by Linton C. Freeman, in English and several other languages (2004; follow-up paper, 2011 
(http://moreno.ss.uci.edu/91.pdf)).
- _Dynamical Networks in Psychology: More Than A Pretty Picture? (https://www.researchgate.net/publication/308874807_Dynamical_networks_in_psychology_More_than_a_pretty_picture)_, by Laura Bringmann (2016; PhD
dissertation).
- _Dynamical Networks in Psychology: More Than A Pretty Picture? (https://www.researchgate.net/publication/308874807_Dynamical_networks_in_psychology_More_than_a_pretty_picture)_, by Laura Bringmann (2016; PhD dissertation).
- _Dynamical Processes on Complex Networks (http://www.cambridge.org/catalogue/catalogue.asp?isbn=9780521879507)_, by Alain Barrat, Marc Barthélemy and Alessandro Vespignani (2008).
- _Economic Networks: Theory and Computation (https://networks.quantecon.org/)_, by John Stachurski and Thomas J. Sargent (2022).
- _Fundamentals of Brain Network Analysis (https://www.elsevier.com/books/fundamentals-of-brain-network-analysis/fornito/978-0-12-407908-3)_, by Alex Fornito, Andrew Zalesky and Edward Bullmore (2016).
@@ -194,22 +179,20 @@
- _Neighbor Networks. Competitive Advantage Local and Personal (https://global.oup.com/academic/product/neighbor-networks-9780199570690)_, by Ronald S. Burt (2010).
- _Network Analysis Literacy. A Practical Approach to the Analysis of Networks (https://www.springer.com/us/book/9783709107409)_, by Katharina A. Zweig (2016).
- _Networks in Social Policy Problems (http://www.cambridge.org/mx/academic/subjects/physics/statistical-physics/networks-social-policy-problems)_, edited by Balázs Vedres and Marco Scotti (2012).
- _The Oxford Handbook of the Economics of Networks (https://global.oup.com/academic/product/the-oxford-handbook-of-the-economics-of-networks-9780199948277)_, edited by Yann Bramoullé, Andrea Galeotti and 
Brian Rogers (2016).
- _Policy Debates as Dynamic Networks: German Pension Politics and Privatization Discourse 
(http://www.campus.de/buecher-campus-verlag/wissenschaft/politikwissenschaft/policy_debates_as_dynamic_networks-10287.html)_, by Philip Leifeld (2016).
- _The Oxford Handbook of the Economics of Networks (https://global.oup.com/academic/product/the-oxford-handbook-of-the-economics-of-networks-9780199948277)_, edited by Yann Bramoullé, Andrea Galeotti and Brian Rogers (2016).
- _Policy Debates as Dynamic Networks: German Pension Politics and Privatization Discourse (http://www.campus.de/buecher-campus-verlag/wissenschaft/politikwissenschaft/policy_debates_as_dynamic_networks-10287.html)_, by Philip Leifeld
(2016).
- _Small Worlds: The Dynamics of Networks between Order and Randomness (http://press.princeton.edu/titles/6768.html)_, by Duncan J. Watts (2003).
- _Theories of Communication Networks (https://global.oup.com/academic/product/theories-of-communication-networks-9780195160376)_, by Peter Monge and Nosh Contractor (2003).
- _The Chessboard and the Web. Strategies of Connection in a Networked World (http://yalebooks.yale.edu/book/9780300215649/chessboard-and-web)_, by Anne-Marie Slaughter (2017); applies network science to world
politics.
- _The Chessboard and the Web. Strategies of Connection in a Networked World (http://yalebooks.yale.edu/book/9780300215649/chessboard-and-web)_, by Anne-Marie Slaughter (2017); applies network science to world politics.
- _Towards Relational Sociology (https://www.routledge.com/products/9780415480147)_, by Nick Crossley (2011).
- _Die Verbundenheit der Dinge. Eine Kulturgeschichte der Netze und Netzwerke The Connectedness of Things. A Cultural History of Nets and Networks  
(http://www.kulturverlag-kadmos.de/buch/die-verbundenheit-der-dinge.html)_, by Sebastian Gießmann, in German (2014).
- _Verdeckte soziale Netzwerke im Nationalsozialismus. Die Entstehung und Arbeitsweise von Berliner Hilfsnetzwerken für verfolgte Juden Hidden Social Networks in National Socialism: The origins and working 
methods of Berlin assistance networks for persecuted Jews  (http://www.degruyter.com/view/product/432196)_, by Marten Düring, in German (2015; related publications 
(http://martenduering.com/research/covert-networks-during-the-holocaust/) and video presentation in English (https://www.youtube.com/watch?v=SlQ7stSU-9w)).
- _Visualisierung komplexer Strukturen. Grundlagen der Darstellung mehrdimensionaler Netzwerke 
(http://www.campus.de/buecher-campus-verlag/wissenschaft/soziologie/visualisierung_komplexer_strukturen-2467.html)_, by Lothar Krempel, in German.
- _Die Verbundenheit der Dinge. Eine Kulturgeschichte der Netze und Netzwerke The Connectedness of Things. A Cultural History of Nets and Networks  (http://www.kulturverlag-kadmos.de/buch/die-verbundenheit-der-dinge.html)_, by 
Sebastian Gießmann, in German (2014).
- _Verdeckte soziale Netzwerke im Nationalsozialismus. Die Entstehung und Arbeitsweise von Berliner Hilfsnetzwerken für verfolgte Juden Hidden Social Networks in National Socialism: The origins and working methods of Berlin assistance
networks for persecuted Jews  (http://www.degruyter.com/view/product/432196)_, by Marten Düring, in German (2015; related publications (http://martenduering.com/research/covert-networks-during-the-holocaust/) and video presentation in 
English (https://www.youtube.com/watch?v=SlQ7stSU-9w)).
- _Visualisierung komplexer Strukturen. Grundlagen der Darstellung mehrdimensionaler Netzwerke (http://www.campus.de/buecher-campus-verlag/wissenschaft/soziologie/visualisierung_komplexer_strukturen-2467.html)_, by Lothar Krempel, in 
German.
Conferences
@@ -224,10 +207,8 @@
- PolNet - Annual Political Networks Workshops and Conference (http://conference.polinetworks.org/) - Organized by the APSA Organized Section on Political Networks (PolNet).
- **Videos from the Political Networks 2009 Conference** (https://vimeo.com/user2690333).
- NetSci - International School and Conference on Social Networks (http://www.netscisociety.net/) - Organized by the Network Science Society (NetSci).
- **Large-scale Structures in Networks: Hidden Communities and Latent Hierarchies** (http://danlarremore.com/CommunityDetection_and_Ranking_Larremore_2019.pdf) - Talk by **Dan Larremore** (http://danlarremore. 
com/) at NetSci 2019. 
- Sunbelt - Social Networks Conference of the International Network for Social Network Analysis (http://www.insna.org/archives.html) - Organized by the International Network for Social Network Analysis 
(INSNA).
- **Large-scale Structures in Networks: Hidden Communities and Latent Hierarchies** (http://danlarremore.com/CommunityDetection_and_Ranking_Larremore_2019.pdf) - Talk by **Dan Larremore** (http://danlarremore.com/) at NetSci 2019.
- Sunbelt - Social Networks Conference of the International Network for Social Network Analysis (http://www.insna.org/archives.html) - Organized by the International Network for Social Network Analysis (INSNA).
Courses
@@ -239,8 +220,7 @@
- Graph Theory (Mathematics) (http://www.personal.psu.edu/cxg286/Math485.pdf), by Christopher Griffin - Full lecture notes (Penn State University, 2012).
- Graphs and Networks (https://sites.google.com/a/yale.edu/462-562-graphs-and-networks/), by Dan Spielman (Yale University, 2013).
- Network Analysis and Modeling (Computer Science) (https://aaronclauset.github.io/courses/5352/), by Aaron Clauset - Full lecture slides and readings (University of Colorado, 2022).
- Networks, Complexity and Its Applications (Media Arts and Sciences) (http://ocw.mit.edu/courses/media-arts-and-sciences/mas-961-networks-complexity-and-its-applications-spring-2011/), by Cesar Hidalgo (MIT, 
2011).
- Networks, Complexity and Its Applications (Media Arts and Sciences) (http://ocw.mit.edu/courses/media-arts-and-sciences/mas-961-networks-complexity-and-its-applications-spring-2011/), by Cesar Hidalgo (MIT, 2011).
- Networks, Crowds and Markets (https://www.edx.org/course/networks-crowds-markets-cornellx-info2040x-2), by David Easley, Jon Kleinberg and Eva Tardos (presentation 
(https://www.cornell.edu/video/cornellx-networks-crowds-and-markets); Cornell University via edX, 2016).
- Networks (Economics) (https://ocw.mit.edu/courses/economics/14-15j-networks-spring-2018/), by Mardavij Roozbehani and Evan Sadler (MIT, 2018).
@@ -250,8 +230,8 @@
- Political Networks: Methods and Applications (http://vanity.dss.ucdavis.edu/~maoz/networks/Spring%202011/pol279-11.htm), by Zeev Maoz (University of California in Davis, 2012).
- Social and Economic Networks: Models and Analysis (https://www.coursera.org/course/networksonline), by Matthew O. Jackson (Stanford University via Coursera, 2015).
- Social Network Analysis (https://www.coursera.org/course/sna), by Lada Adamic (University of Michigan via Coursera, not yet run).
- Social Network Analysis (http://www.mjdenny.com/workshops/SN_Theory_I.pdf) and Intermediate Social Network Theory (http://www.mjdenny.com/workshops/Relational_Theory_Workshop.pdf), by Matthew J. Denny - 
Workshop notes and slides (2014–5).
- Social Network Analysis (http://www.mjdenny.com/workshops/SN_Theory_I.pdf) and Intermediate Social Network Theory (http://www.mjdenny.com/workshops/Relational_Theory_Workshop.pdf), by Matthew J. Denny - Workshop notes and slides 
(2014–5).
- Social Network Analysis with Pajek (http://mrvar.fdv.uni-lj.si/sola/info4/), by Andrej Mrvar (University of Ljubljana, 2016).
- Social Networks (http://dennisfeehan.org/teaching/201701_demog260.html), by Dennis M. Feehan (University of Berkeley, 2017).
- The Structure of Information Networks (https://www.cs.cornell.edu/Courses/cs6850/2008fa/), by Jon Kleinberg - Links to many diverse readings (Cornell University, 2008).
@@ -270,17 +250,16 @@
- igraphdata (https://CRAN.R-project.org/package=igraphdata) - R data-centric package.
- Interaction Web Database (http://www.ecologia.ib.usp.br/iwdb/) - Ecological species interactions.
- International Currencies 1890-1910 (http://eh.net/database/international-currencies-1890-1910/) - Historical data on the international connections between 45 currencies.
- KONECT - The Koblenz Network Collection (http://konect.uni-koblenz.de/) - Includes, among other things, networks of collaboration in DBpedia and Wikipedia, GitHub (companion handbook 
(https://arxiv.org/abs/1402.5500)).
- KONECT - The Koblenz Network Collection (http://konect.uni-koblenz.de/) - Includes, among other things, networks of collaboration in DBpedia and Wikipedia, GitHub (companion handbook (https://arxiv.org/abs/1402.5500)).

- Linton Freeman’s Network Data (http://moreno.ss.uci.edu/data.html) - Over 300 datasets of all sorts, in UCINET format.
- Mangal (http://mangal.io/) - Online platform to analyze, archive and share ecological network data (preprint (https://doi.org/10.1101/002634), Python package (https://github.com/mangal-wg/pymangal), R 
package (https://github.com/mangal-wg/rmangal)).
- Mangal (http://mangal.io/) - Online platform to analyze, archive and share ecological network data (preprint (https://doi.org/10.1101/002634), Python package (https://github.com/mangal-wg/pymangal), R package 
(https://github.com/mangal-wg/rmangal)).
- Manlio De Domenico’s Complex Multilayer Networks (https://manliodedomenico.com/data.php).
- Mark E.J. Newman’s Network Data (http://www-personal.umich.edu/~mejn/netdata/) (example visualizations (http://www-personal.umich.edu/~mejn/networks/)).
- Network Repository (http://networkrepository.com/) - Fully searchable database containing hundreds of real-world networks.
- Network Science Book - Network Datasets (http://networksciencebook.com/translations/en/resources/data.html) - Network data sets from Albert-László Barabási’s _Network Science_ book. Includes data on IMDB 
actors, arXiv scientific collaboration, network of routers, the US power grid, protein-protein interactions, cell phone users, citation networks, metabolic reactions, e-mail networks, and nd.edu Web pages.
- Network Science Book - Network Datasets (http://networksciencebook.com/translations/en/resources/data.html) - Network data sets from Albert-László Barabási’s _Network Science_ book. Includes data on IMDB actors, arXiv scientific 
collaboration, network of routers, the US power grid, protein-protein interactions, cell phone users, citation networks, metabolic reactions, e-mail networks, and nd.edu Web pages.

- Norwegian Interlocking Directorate, 2002-2011 (http://www.boardsandgender.com/data.php) - Two-mode and one-mode data on gender representation in Norwegian firms.
- Movie galaxies (http://moviegalaxies.com/) - A database of movie characters interaction graphs.
@@ -346,8 +325,8 @@
- Network Interdependence in Social Systems (http://www.skylercranmer.net/niss-lab/) (NISS Lab) - Led by Skyler J. Cranmer at Ohio State University.
- Network Science Center at the U.S. Military Academy (USMA) in West Point (http://www.usma.edu/nsc/) (blog (http://blog.netsciwestpoint.org/)).
- Network Science IGERT at the University of California at Santa Barbara (UCSB) (http://networkscience.igert.ucsb.edu/) - Features an NSF-funded (http://www.igert.org/) graduate programme.
- Networks, Computation, and Social Dynamics Lab (http://www.ncasd.org/) - Headed by Carter T. Butts. Part of the Center for Networks and Relational Analysis (http://relationalanalysis.org/) (CNRA) at the 
University of California in Irvine.
- Networks, Computation, and Social Dynamics Lab (http://www.ncasd.org/) - Headed by Carter T. Butts. Part of the Center for Networks and Relational Analysis (http://relationalanalysis.org/) (CNRA) at the University of California in 
Irvine.
- Northeastern University Network Science Institute (http://www.networkscienceinstitute.org/) - Features a PhD in Network Science program.
- Northeastern University Center for Complex Network Research (https://www.northeastern.edu/research/centers/center-for-complex-network-research-ccnr/) - Led by Albert-László Barabási.
- Northeastern University MOBS Lab - Laboratory for the Modeling of Biological and Socio-technical Systems (http://www.mobs-lab.org/) - Led by Alessandro Vespignani.
@@ -375,8 +354,7 @@
- **HNR Talks** (https://vimeo.com/user11811027) - Videos, in German. 
- ANR-Lab - International Laboratory for Applied Network Research (https://anr.hse.ru/en/) - Russian group based at the National Research University in Moscow.
- **Theory and Methods in Network Analysis (“TMSA”) Summer Schools** (https://anr.hse.ru/en/summer).
- Large Graphs and Networks (http://sites.uclouvain.be/networks/) - Research group at the Catholic University of Louvain (official page 
(https://uclouvain.be/en/research-institutes/icteam/large-graphs-and-networks.html)).
- Large Graphs and Networks (http://sites.uclouvain.be/networks/) - Research group at the Catholic University of Louvain (official page (https://uclouvain.be/en/research-institutes/icteam/large-graphs-and-networks.html)).
- MelNet Social Network Research Group, Swinburne University of Technology (http://www.swinburne.edu.au/fbl/research/transformative-innovation/our-research/MelNet-social-network-group/). Twitter: @melnetsna 
(https://twitter.com/melnetsna).
- Mitchell Centre for Social Network Analysis, University of Manchester (http://www.socialsciences.manchester.ac.uk/mitchell-centre/) - Currently studies covert networks 
@@ -387,15 +365,14 @@
- Network Dynamics (http://networkdynamics.org/) - Research Lab at McGill University, led by Derek Ruths (http://www.derekruths.com/)
- Netzwerkerei (http://netzwerkerei.org/) - Historical research project on the connections between Jewish intellectuals.
- ORIO - Observatoire des Réseaux Intra- et Inter-Organisationnels (http://blogs.sciences-po.fr/recherche-network-organization-institution-dynamics-multilevel/) - A research program on networks and regulation.
- **‘Réseaux et Régulation’ Conference Cycle** (http://blogs.sciences-po.fr/recherche-network-organization-institution-dynamics-multilevel/sminaire-rseaux-et-rgulation/) - Seminar based at Sciences Po in Paris 
, France. 
- **‘Réseaux et Régulation’ Conference Cycle** (http://blogs.sciences-po.fr/recherche-network-organization-institution-dynamics-multilevel/sminaire-rseaux-et-rgulation/) - Seminar based at Sciences Po in Paris, France.
- Redes-Sociales (http://www.redes-sociales.net/), in Spanish - Information network based at the Universitat Autònoma de Barcelona.
- RES-HIST : Réseaux et histoire (https://reshist.hypotheses.org/), in French - Blog posts from a research group on historical networks.
- **RES-HIST Conferences** (https://reshist.hypotheses.org/?s=res-hist).
- SocioPatterns (http://www.sociopatterns.org/) - Interdisciplinary research group that uses wireless sensors to study social network data.
- SoNAR-C - Social Network Analysis Research Center, University of Italian Switzerland (USi) (http://www.sonarcenter.eco.usi.ch/).
- Topographies of Entanglements. Mapping Medieval Networks (https://oeaw.academia.edu/TopographiesofEntanglements) - Research platform based at the Austrian Academy of Sciences that focuses on applying network
theory and visualisation to medieval history.
- Topographies of Entanglements. Mapping Medieval Networks (https://oeaw.academia.edu/TopographiesofEntanglements) - 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) (https://www.ucl.ac.uk/cona).
- Virtual Observatory for the Study of Online Networks (VOSON) (http://vosonlab.net/) - Research and software development project located at the Australian National University.
@@ -403,30 +380,26 @@
Archeological and Historical Networks
▐ See also the bibliographies by Claire Lemercier and Claire Zalc (http://www.quanti.ihmc.ens.fr/Analyse-de-reseaux-bibliographie.html) (section on ‘_études structurales_’), by the Historical Network Research 
▐ Group (http://historicalnetworkresearch.org/resources/bibliography/), and by Tom Brughmans (https://archaeologicalnetworks.wordpress.com/network-science-bibliography/).
▐ See also the bibliographies by Claire Lemercier and Claire Zalc (http://www.quanti.ihmc.ens.fr/Analyse-de-reseaux-bibliographie.html) (section on ‘_études structurales_’), by the Historical Network Research Group 
▐ (http://historicalnetworkresearch.org/resources/bibliography/), and by Tom Brughmans (https://archaeologicalnetworks.wordpress.com/network-science-bibliography/).
- Analyse de réseaux et histoire (https://doi.org/10.3917/rhmc.522.0088), in French (_Revue d’histoire moderne et contemporaine_, 2005).
- Analyser les réseaux du passé en archéologie et en histoire (https://doi.org/10.4000/nda.2300), in French (_Les Nouvelles de l’Archéologie_, 2014).
- Formale Methoden der Netzwerkanalyse in den Geschichtswissenschaften: Warum und Wie? Formal Network Methods in History: Why and How?  
(http://www.studienverlag.at/data.cfm?vpath=openaccess/oezg-12012-lemercier&download=yes), in German (preprint in English (https://shs.hal.science/halshs-00521527); _Österreichische Zeitschrift für 
Geschichtswissenschaften_, 2012).
- From Hermeneutics to Data to Networks: Data Extraction and Network Visualization of Historical Sources (http://programminghistorian.org/lessons/creating-network-diagrams-from-historical-sources) 
(_Programming Historian_, 2015).
- Formale Methoden der Netzwerkanalyse in den Geschichtswissenschaften: Warum und Wie? Formal Network Methods in History: Why and How?  (http://www.studienverlag.at/data.cfm?vpath=openaccess/oezg-12012-lemercier&download=yes), in 
German (preprint in English (https://shs.hal.science/halshs-00521527); _Österreichische Zeitschrift für Geschichtswissenschaften_, 2012).
- From Hermeneutics to Data to Networks: Data Extraction and Network Visualization of Historical Sources (http://programminghistorian.org/lessons/creating-network-diagrams-from-historical-sources) (_Programming Historian_, 2015).
- Graph Theory and Networks in Biology (https://doi.org/10.1049/iet-syb:20060038) (preprint (https://arxiv.org/abs/q-bio/0604006); _IET Systems Biology_, 2007).
- Introduction à la visualisation de données : l’analyse de réseau en histoire (https://www.martingrandjean.ch/introduction-visualisation-de-donnees-analyse-de-reseau-histoire/), in French (_Geschichte und 
Informatik_, 2015).
- Introduction : où en est l’analyse de réseaux en histoire ? Introducción: ¿en qué punto se encuentra el análisis de redes en Historia?  (https://doi.org/10.5565/rev/redes.416), in French and Spanish 
(_REDES_, 2011).
- Introduction à la visualisation de données : l’analyse de réseau en histoire (https://www.martingrandjean.ch/introduction-visualisation-de-donnees-analyse-de-reseau-histoire/), in French (_Geschichte und Informatik_, 2015).
- Introduction : où en est l’analyse de réseaux en histoire ? Introducción: ¿en qué punto se encuentra el análisis de redes en Historia?  (https://doi.org/10.5565/rev/redes.416), in French and Spanish (_REDES_, 2011).
- Networks and History (https://doi.org/10.1002/cplx.10054) (_Complexity_, 2002).
- Networks in Historical Research (http://www.themacroscope.org/?page_id=308) (in _The Historian’s Macroscope_, 2013).
- Networks of Power in Archaeology (https://doi.org/10.1146/annurev-anthro-102313-025901) (_Annual Review of Anthropology_, 2014).
- Netzwerkanalyse in den Geschichtswissenschaften. Historische Netzwerkanalyse als Methode für die Erforschung von historischen Prozessen 
(https://www.researchgate.net/publication/300723171_Netzwerkanalyse_in_den_Geschichtswissenschaften_Historische_Netzwerkanalyse_als_Methode_fur_die_Erforschung_von_historischen_Prozessen), in German (_Prozesse. 
Formen, Dynamiken, Erklärungen (https://www.springer.com/de/book/9783531176604)_, 2015).
(https://www.researchgate.net/publication/300723171_Netzwerkanalyse_in_den_Geschichtswissenschaften_Historische_Netzwerkanalyse_als_Methode_fur_die_Erforschung_von_historischen_Prozessen), in German (_Prozesse. Formen, Dynamiken, 
Erklärungen (https://www.springer.com/de/book/9783531176604)_, 2015).
- The Roots and Shoots of Archaeological Network Analysis: A Citation Analysis and Review of the Archaeological Use of Formal Network Methods 
(https://www.academia.edu/6925120/Brughmans_T._2014_._The_roots_and_shoots_of_archaeological_network_analysis_A_citation_analysis_and_review_of_the_archaeological_use_of_formal_network_methods._Archaeological_Re
view_from_Cambridge_29_1_) (_Archaeological Review from Cambridge_, 2014).
(https://www.academia.edu/6925120/Brughmans_T._2014_._The_roots_and_shoots_of_archaeological_network_analysis_A_citation_analysis_and_review_of_the_archaeological_use_of_formal_network_methods._Archaeological_Review_from_Cambridge_29_1_
) (_Archaeological Review from Cambridge_, 2014).
- Thinking Through Networks: A Review of Formal Network Methods in Archaeology (https://doi.org/10.1007/s10816-012-9133-8) (_Journal of Archaeological Method and Theory_, 2013).
Bibliographic, Citation and Semantic Networks
@@ -434,8 +407,7 @@
- Assessing Impact and Quality from Local Dynamics of Citation Networks (https://doi.org/10.1016/j.joi.2011.08.005) (_Journal of Informetrics_, 2012).
- Atypical Combinations and Scientific Impact (https://doi.org/10.1126/science.1240474) (_Science_, 2013).
- On Bibliographic Networks (https://doi.org/10.1007/s11192-012-0940-1) (_Scientometrics_, 2013).
- Dynamic Scientific Co-Authorship Networks (http://patrickdoreian.com/wp-content/uploads/2017/12/dynamic-scientific-coauthorship-networks.pdf) (_Models of Science Dynamics 
(https://www.springer.com/us/book/9783642230677)_, 2012).
- Dynamic Scientific Co-Authorship Networks (http://patrickdoreian.com/wp-content/uploads/2017/12/dynamic-scientific-coauthorship-networks.pdf) (_Models of Science Dynamics (https://www.springer.com/us/book/9783642230677)_, 2012).
- Extracting Citation Networks from Publications in Classics (http://www.digitalhumanities.org/dhq/vol/10/2/000255/000255.html) (_Digital Humanities Quarterly_, 2016).
- Self-Citations, Co-Authorships and Keywords: A New Approach to Scientists’ Field Mobility? (https://doi.org/10.1007/s11192-007-1680-5) (_Scientometrics_, 2007).
- Socio-Semantic Frameworks (https://doi.org/10.1142/S0219525913500136) (preprint (http://camille.roth.free.fr/travaux/roth--sociosemantic-systems-acs-proofs.pdf); _Advances in Complex Systems_, 2013).
@@ -450,8 +422,8 @@
- Network Biology: Understanding the Cell’s Functional Organization (https://barabasi.com/f/147.pdf) - Accessible introduction to (cellular) network analysis (_Nature Reviews Genetics_, 2004).
- Network Medicine: A Network-based Approach to Human Disease (https://barabasi.com/f/320.pdf) (_Nature Review Genetics_, 2011).
- Social Networks and the Spread of Infectious Diseases: the AIDS Example (https://doi.org/10.1016/0277-9536(85)90269-2) (_Social Networks_, 1985).
- Structure and Dynamics of Molecular Networks: A Novel Paradigm of Drug Discovery. A Comprehensive Review (https://doi.org/10.1016/j.pharmthera.2013.01.016) - Also includes an impressive list of network 
analysis software (_Pharmacology & Therapeutics_, 2013).
- Structure and Dynamics of Molecular Networks: A Novel Paradigm of Drug Discovery. A Comprehensive Review (https://doi.org/10.1016/j.pharmthera.2013.01.016) - Also includes an impressive list of network analysis software 
(_Pharmacology & Therapeutics_, 2013).
Complex and Multilayer Networks
@@ -473,15 +445,14 @@
- A Brief History of Statistical Models for Network Analysis and Open Challenges fienberg2012 (_Journal of Computational and Graphical Statistics_, 2012).
- Basic Models and Questions in Statistical Network Analysis (https://projecteuclid.org/euclid.ssu/1504836152) (_Statistics Surveys_, 2017).
- Introduction to Stochastic Actor-Based Models for Network Dynamics (https://doi.org/10.1016/j.socnet.2009.02.004) (preprint (http://www.stats.ox.ac.uk/~snijders/SnijdersSteglichVdBunt2009.pdf); _Social 
Networks_, 2010).
- Introduction to Stochastic Actor-Based Models for Network Dynamics (https://doi.org/10.1016/j.socnet.2009.02.004) (preprint (http://www.stats.ox.ac.uk/~snijders/SnijdersSteglichVdBunt2009.pdf); _Social Networks_, 2010).
- Navigating the Range of Statistical Tools for Inferential Network Analysis (https://doi.org/10.1111/ajps.12263) (_American Journal of Political Science_, 2017).
- Positional Analysis and Blockmodeling (http://link.springer.com/referenceworkentry/10.1007%2F978-1-4614-1800-9_138) (_Computational Complexity_, 2012).
- Social Network Evolution and Actor Oriented Models (https://doi.org/10.4000/msh.2750) (_Mathematics & Social Sciences_, 1997).
- Statistical Models for Social Networks (https://doi.org/10.1146/annurev.soc.012809.102709) (_Annual Review of Sociology_, 2011).
- A Survey of Statistical Network Models (https://dl.acm.org/citation.cfm?id=1734795) - Book-length review (preprint (https://arxiv.org/abs/0912.5410); _Foundations and Trends in Machine Learning_, 2010).
- A Unified View of Generative Models for Networks: Models, Methods, Opportunities, and Challenges (https://arxiv.org/abs/1411.4070) (video presentation 
(http://www.birs.ca/events/2015/5-day-workshops/15w5080/videos/watch/201504200944-Jacobs.html); NIPS 2014 workshop (https://nips.cc/Conferences/2014/Schedule?type=Workshop) on “Networks: From Graphs to Rich Data
(http://www.birs.ca/events/2015/5-day-workshops/15w5080/videos/watch/201504200944-Jacobs.html); NIPS 2014 workshop (https://nips.cc/Conferences/2014/Schedule?type=Workshop) on “Networks: From Graphs to Rich Data 
(https://410f84824e101297359cc81c78f45c7c079eb26c.googledrive.com/host/0Bz6WHrWac3FrWnA5MjZqb3lWa2c/)”).
fienberg2012 : http://www.stat.cmu.edu/~brian/780/hw01/Fienberg%20(2012)%20A%20Brief%20History%20of%20Statistical%20Models%20for%20Network%20Analysis%20and%20Open%20Challenges.pdf
@@ -503,75 +474,70 @@
- Birds of a Feather: Homophily in Social Networks (https://doi.org/10.1146/annurev.soc.27.1.415) (_Annual Review of Sociology_, 2001).
- Mixed-Method Approaches to Social Network Analysis (http://eprints.ncrm.ac.uk/842/) (ESRC NCRM Discussion Paper, 2010).
- Network Analysis and Political Science (https://doi.org/10.1146/annurev.polisci.12.040907.115949) (_Annual Review of Political Science_, 2011).
- Network Analysis for International Relations 
(https://www.cambridge.org/core/journals/international-organization/article/div-classtitlenetwork-analysis-for-international-relationsdiv/DE2910979C1B5C44C4CC13F336C5DE97) (_International Organization_, 2009).
- Network Analysis for International Relations (https://www.cambridge.org/core/journals/international-organization/article/div-classtitlenetwork-analysis-for-international-relationsdiv/DE2910979C1B5C44C4CC13F336C5DE97) (_International
Organization_, 2009).
- Network Analysis in the Social Sciences (http://science.sciencemag.org/content/323/5916/892) (_Science_, 2009).
- Networks and Trade (https://doi.org/10.1146/annurev-economics-080217-053506) (_Annual Review of Economics_, 2018).
- Networks in Social Psychology, Beginning with Kurt Lewin (http://link.springer.com/10.1007%2F978-1-4614-6170-8_79) (_Encyclopedia of Social Network Analysis and Mining 
(https://www.springer.com/us/book/9781461461692)_, 2014).
- Networks in Social Psychology, Beginning with Kurt Lewin (http://link.springer.com/10.1007%2F978-1-4614-6170-8_79) (_Encyclopedia of Social Network Analysis and Mining (https://www.springer.com/us/book/9781461461692)_, 2014).
- Networks in the Understanding of Economic Behaviors (https://www.aeaweb.org/articles?id=10.1257/jep.28.4.3) (_Journal of Economic Perspectives_, 2014).
- Positions and Roles (http://sk.sagepub.com/reference/the-sage-handbook-of-social-network-analysis/n29.xml) (_The SAGE Handbook of Social Network Analysis (http://www.sagepub.in/books/Book232753/)_, 2011).
- The Social and the Sexual: Networks in Contemporary Demographic Research (http://repository.upenn.edu/psc_working_papers/41/) (PSC Working Paper Series, 2013).
- Social Network Analysis in the Study of Terrorism and Political Violence (http://journals.cambridge.org/article_S1049096510001848) (preprint 
(http://opensiuc.lib.siu.edu/cgi/viewcontent.cgi?article=1048&context=pn_wp); _PS: Political Science and Politics_, 2011).
- Social Network Analysis in the Study of Terrorism and Political Violence (http://journals.cambridge.org/article_S1049096510001848) (preprint (http://opensiuc.lib.siu.edu/cgi/viewcontent.cgi?article=1048&context=pn_wp); _PS: 
Political Science and Politics_, 2011).
- Social Networks and Crime: Pitfalls and Promises for Advancing the Field (https://doi.org/10.1146/annurev-criminol-011518-024701) (_Annual Review of Criminology_, 2019).
- Urban Social Networks: Some Methodological Problems and Possibilities (_The Small World_ (https://www.worldcat.org/title/small-world/oclc/925078340&referer=brief_results), 1989).
Selected Papers
▐ A voluntarily short list of applied, epistemological and methodological articles, many of which have become classic readings in network analysis courses. Intended for highly motivated social science students 
▐ with little to no prior exposure to network analysis.
▐ A voluntarily short list of applied, epistemological and methodological articles, many of which have become classic readings in network analysis courses. Intended for highly motivated social science students with little to no prior 
▐ exposure to network analysis.
- Aux sources des grands réseaux d’interactions. Retour sur quelques propriétés déterminantes des réseaux sociaux issus de corpus documentaires (https://www.cairn.info/revue-reseaux1-2008-6-page-21.htm), by 
Pascal Cristofoli, in French - Reviews the current state of relational sociology and network analysis in light of the large-scale and online data (_Réseaux_, 2008).
- Birds of a Feather, Or Friend of a Friend? Using Exponential Random Graph Models to Investigate Adolescent Social Networks (https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2831261/), by Steven M. Goodreau, 
James A. Kitts and Martina Morris - Accessible introduction to the logic and application of exponential random graph modeling (_Demography_, 2001).
- Chains of Affection: The Structure of Adolescent Romantic and Sexual Networks (http://www.soc.duke.edu/~jmoody77/chains.pdf), by Peter S. Bearman, James Moody and Katherine Stovel - Classic example of 
topological network analysis applied to a network of affective and sexual ties (_American Journal of Sociology_, 2004).
- Coauthorship and Citation Patterns in the _Physical Review_ (https://doi.org/10.1103/PhysRevE.88.012814), by Travis Martin _et al._ - Highly typical study of scientific publishing productivity and 
collaboration through temporal network analysis (preprint (https://arxiv.org/abs/1304.0473); _Physical Review E_, 2013).
- The Convergence of Social and Technological Networks (https://www.cs.cornell.edu/home/kleinber/cacm08.pdf), by Jon Kleinberg - Discusses small-world effects and social contagion within the context of the 
Internet and social media (_Communications of the ACM_, 2008).
- Deux traditions d’analyse des reseaux sociaux (https://www.cairn.info/revue-reseaux1-2002-5-page-183.htm), by Michael Eve (English version 
(https://www.academia.edu/14524365/THE_TWO_TRADITIONS_OF_NETWORK_ANALYSIS); _Réseaux_, 2002).
- Homophily and Contagion Are Generically Confounded in Observational Social Network Studies (https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3328971/), by Cosma R. Shalizi and Andrew C. Thomas - Makes a very 
important point for the analysis of network diffusion and influence (_Sociological Methods and Research_, 2011).
- La notion de réseau complexe : du réseau comme abstraction et outil à la masse de données des réseaux sociaux en ligne (https://doi.org/10.4000/communicationorganisation.4093), by Alain Barrat, in French - 
Accessible introduction to the study of complex networks (_Communication & Organisation_, 2013).
- Network Analysis, Culture, and the Problem of Agency (https://www.mustafaemirbayer.com/network-analysis-culture-and-the-pr), by Mustafa Emirbayer and Jeff Goodwin (_American Journal of Sociology_, 1994), and
Manifesto for a Relational Sociology (https://www.mustafaemirbayer.com/copy-3-of-bourdieu), by Mustafa Emirbayer (_American Journal of Sociology_, 1997) - Sociological foundations for a science of social ties.
- Network Theory, Plot Analysis (https://sydney.edu.au/intellectual-history/documents/moretti_network_theory_plot_analysis.pdf), by Franco Moretti - Example applications of (fictional) network analysis in 
literary studies (_New Left Review_, 2011).
- Node Centrality in Weighted Networks: Generalizing Degree and Shortest Paths (https://doi.org/10.1016/j.socnet.2010.03.006), by Tore Opsahl, Filip Agneessens and John Skvoretz - Explores the generalization 
of network centrality and distance measures to (positively) valued graphs (_Social Networks_, 2010; companion website (https://toreopsahl.com/tnet/)).
- Aux sources des grands réseaux d’interactions. Retour sur quelques propriétés déterminantes des réseaux sociaux issus de corpus documentaires (https://www.cairn.info/revue-reseaux1-2008-6-page-21.htm), by Pascal Cristofoli, in 
French - Reviews the current state of relational sociology and network analysis in light of the large-scale and online data (_Réseaux_, 2008).
- Birds of a Feather, Or Friend of a Friend? Using Exponential Random Graph Models to Investigate Adolescent Social Networks (https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2831261/), by Steven M. Goodreau, James A. Kitts and Martina 
Morris - Accessible introduction to the logic and application of exponential random graph modeling (_Demography_, 2001).
- Chains of Affection: The Structure of Adolescent Romantic and Sexual Networks (http://www.soc.duke.edu/~jmoody77/chains.pdf), by Peter S. Bearman, James Moody and Katherine Stovel - Classic example of topological network analysis 
applied to a network of affective and sexual ties (_American Journal of Sociology_, 2004).
- Coauthorship and Citation Patterns in the _Physical Review_ (https://doi.org/10.1103/PhysRevE.88.012814), by Travis Martin _et al._ - Highly typical study of scientific publishing productivity and collaboration through temporal 
network analysis (preprint (https://arxiv.org/abs/1304.0473); _Physical Review E_, 2013).
- The Convergence of Social and Technological Networks (https://www.cs.cornell.edu/home/kleinber/cacm08.pdf), by Jon Kleinberg - Discusses small-world effects and social contagion within the context of the Internet and social media 
(_Communications of the ACM_, 2008).
- Deux traditions d’analyse des reseaux sociaux (https://www.cairn.info/revue-reseaux1-2002-5-page-183.htm), by Michael Eve (English version (https://www.academia.edu/14524365/THE_TWO_TRADITIONS_OF_NETWORK_ANALYSIS); _Réseaux_, 2002).
- Homophily and Contagion Are Generically Confounded in Observational Social Network Studies (https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3328971/), by Cosma R. Shalizi and Andrew C. Thomas - Makes a very important point for the 
analysis of network diffusion and influence (_Sociological Methods and Research_, 2011).
- La notion de réseau complexe : du réseau comme abstraction et outil à la masse de données des réseaux sociaux en ligne (https://doi.org/10.4000/communicationorganisation.4093), by Alain Barrat, in French - Accessible introduction to
the study of complex networks (_Communication & Organisation_, 2013).
- Network Analysis, Culture, and the Problem of Agency (https://www.mustafaemirbayer.com/network-analysis-culture-and-the-pr), by Mustafa Emirbayer and Jeff Goodwin (_American Journal of Sociology_, 1994), and Manifesto for a 
Relational Sociology (https://www.mustafaemirbayer.com/copy-3-of-bourdieu), by Mustafa Emirbayer (_American Journal of Sociology_, 1997) - Sociological foundations for a science of social ties.
- Network Theory, Plot Analysis (https://sydney.edu.au/intellectual-history/documents/moretti_network_theory_plot_analysis.pdf), by Franco Moretti - Example applications of (fictional) network analysis in literary studies (_New Left 
Review_, 2011).
- Node Centrality in Weighted Networks: Generalizing Degree and Shortest Paths (https://doi.org/10.1016/j.socnet.2010.03.006), by Tore Opsahl, Filip Agneessens and John Skvoretz - Explores the generalization of network centrality and 
distance measures to (positively) valued graphs (_Social Networks_, 2010; companion website (https://toreopsahl.com/tnet/)).
- Scale-Free Networks (https://barabasi.com/f/124.pdf), by Albert-László Barabási and Eric Bonabeau - Early, accessible formulation of the “networks are everywhere” argument (_Scientific American_, 2003).
- Social Networks and Causal Inference (http://link.springer.com/chapter/10.1007/978-94-007-6094-3_17), 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 (_Handbook of Causal Analysis for Social Research (http://link.springer.com/book/10.1007/978-94-007-6094-3)_, 2013).
- The Performativity of Networks (https://kieranhealy.org/files/papers/performativity.pdf), 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 (_European Journal of Sociology_, 2015).
- Social Networks and Causal Inference (http://link.springer.com/chapter/10.1007/978-94-007-6094-3_17), 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 (_Handbook of Causal Analysis for Social Research (http://link.springer.com/book/10.1007/978-94-007-6094-3)_, 2013).
- The Performativity of Networks (https://kieranhealy.org/files/papers/performativity.pdf), 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 (_European Journal of Sociology_, 2015).
- Revisiting the Foundations of Network Analysis (http://science.sciencemag.org/content/325/5939/414), 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 (http://home.uchicago.edu/~jpadgett/papers/published/robust.pdf), by John F. Padgett and Christopher K. Ansell - Classic analysis of power relations in the
Renaissance Florentine state (_American Journal of Sociology_, 1993).
- The Strength of Weak Ties (https://sociology.stanford.edu/sites/default/files/publications/the_strength_of_weak_ties_and_exch_w-gans.pdf), by Mark Granovetter - Arch-classic example of applying network 
analysis to a social issue: jobseeking (_American Journal of Sociology_, 1973).
- The Ties that Divide: A Network Analysis of the International Monetary System, 1890–1910 (http://www.stats.ox.ac.uk/~snijders/FlandreauJobst2005.pdf) (_The Journal of Economic History_, 2005) and The 
Empirics of International Currencies: Network Externalities, History and Persistence (https://doi.org/10.1111/j.1468-0297.2009.02219.x) (_The Economic Journal_, 2009), both by Marc Flandreau and Clemens Jobst - 
Network analysis of the foreign exchange system in the late 19th century (data (http://eh.net/database/international-currencies-1890-1910/)).
- Topics in Social Network Analysis and Network Science (https://arxiv.org/abs/1404.0067), 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 (_The Handbook of Health Services Research_, forthcoming 2017).
- Robust Action and the Rise of the Medici, 1400-1434 (http://home.uchicago.edu/~jpadgett/papers/published/robust.pdf), by John F. Padgett and Christopher K. Ansell - Classic analysis of power relations in the Renaissance Florentine 
state (_American Journal of Sociology_, 1993).
- The Strength of Weak Ties (https://sociology.stanford.edu/sites/default/files/publications/the_strength_of_weak_ties_and_exch_w-gans.pdf), by Mark Granovetter - Arch-classic example of applying network analysis to a social issue: 
jobseeking (_American Journal of Sociology_, 1973).
- The Ties that Divide: A Network Analysis of the International Monetary System, 1890–1910 (http://www.stats.ox.ac.uk/~snijders/FlandreauJobst2005.pdf) (_The Journal of Economic History_, 2005) and The Empirics of International 
Currencies: Network Externalities, History and Persistence (https://doi.org/10.1111/j.1468-0297.2009.02219.x) (_The Economic Journal_, 2009), both by Marc Flandreau and Clemens Jobst - Network analysis of the foreign exchange system in 
the late 19th century (data (http://eh.net/database/international-currencies-1890-1910/)).
- Topics in Social Network Analysis and Network Science (https://arxiv.org/abs/1404.0067), 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 (_The Handbook of Health Services Research_, forthcoming 2017).
Software
▐ For a hint of why this section of the list might be useful to some, see Mark Round’s Map of Data Formats and Software Tools 
▐ (http://mdround.blogs.com/usingnetworks/2009/07/sna-tools-and-formats-diagram-updated.html) (2009). 
▐ For a hint of why this section of the list might be useful to some, see Mark Round’s Map of Data Formats and Software Tools (http://mdround.blogs.com/usingnetworks/2009/07/sna-tools-and-formats-diagram-updated.html) (2009). 
▐ Several links in this section come from the NetWiki Shared Code (http://netwiki.amath.unc.edu/SharedCode/SharedCode) page, from the Cambridge Networks Network List of Resources for Complex Network Analysis 
▐ (http://www.cnn.group.cam.ac.uk/Resources), and from the Software for Social Network Analysis (http://www.gmw.rug.nl/~huisman/sna/software.html) page by Mark Huisman and Marijtje A.J. van Duijn. For a recent 
▐ academic review on the subject, see the Social Network Algorithms and Software (https://doi.org/10.1016/B978-0-08-097086-8.43121-1) entry of the _International Encyclopedia of Social and Behavioral Sciences_, 
▐ 2nd edition (2015). 
▐ See also the Social Network Analysis Project Survey (https://docs.google.com/spreadsheets/d/1Xo-ehJatzmxMek6gPG0h-d7yRSuiO6_flViTQNMAku0/edit#gid=0) (blog post 
▐ (http://pudo.org/blog/2013/12/21/sna-survey.html)), an earlier attempt to chart social network analysis tools that links to many commercial platforms not included in this list, such as Detective.io 
▐ (http://www.detective.io/). The Wikipedia English entry on Social Network Analysis Software (https://en.wikipedia.org/wiki/Social_network_analysis_software) also links to many commercial that are often very 
▐ expensive, outdated, and far from being awesome by any reasonable standard. 
▐ (http://www.cnn.group.cam.ac.uk/Resources), and from the Software for Social Network Analysis (http://www.gmw.rug.nl/~huisman/sna/software.html) page by Mark Huisman and Marijtje A.J. van Duijn. For a recent academic review on the 
▐ subject, see the Social Network Algorithms and Software (https://doi.org/10.1016/B978-0-08-097086-8.43121-1) entry of the _International Encyclopedia of Social and Behavioral Sciences_, 2nd edition (2015). 
▐ See also the Social Network Analysis Project Survey (https://docs.google.com/spreadsheets/d/1Xo-ehJatzmxMek6gPG0h-d7yRSuiO6_flViTQNMAku0/edit#gid=0) (blog post (http://pudo.org/blog/2013/12/21/sna-survey.html)), an earlier attempt to 
▐ chart social network analysis tools that links to many commercial platforms not included in this list, such as Detective.io (http://www.detective.io/). The Wikipedia English entry on Social Network Analysis Software 
▐ (https://en.wikipedia.org/wiki/Social_network_analysis_software) also links to many commercial that are often very expensive, outdated, and far from being awesome by any reasonable standard. 
▐ Software-centric tutorials are listed below their program of choice: other tutorials are listed in the next section (#tutorials).
- ArcGIS Network Analyst (http://www.esri.com/software/arcgis/extensions/networkanalyst) - Network-based spatial analysis software for solving complex routing problems.
@@ -579,8 +545,7 @@
- Circos (http://circos.ca/) - Cross-platform program to produce circular layouts of network data, written in Perl.
- Cytoscape (http://www.cytoscape.org/) - Cross-platform Java program to build, analyze and visualize networks. Also a JavaScript library.
- **Network Analysis with Cytoscape Tutorial** (https://archaeologicalnetworks.wordpress.com/resources/#cytoscape) - Illustrated through an archaeological and geographical case study (2013).
- Discourse Network Analyzer (DNA) (http://www.philipleifeld.com/discourse-network-analyzer/discourse-network-analyzer-dna.html) - Qualitative content analysis tool with network export facilities, written in 
Java with R integration.
- Discourse Network Analyzer (DNA) (http://www.philipleifeld.com/discourse-network-analyzer/discourse-network-analyzer-dna.html) - Qualitative content analysis tool with network export facilities, written in Java with R integration.
- E-Net (https://sites.google.com/site/enetsoftware1/) - Windows program for ego network analysis.
- EgoNet (https://sourceforge.net/projects/egonet/) - Cross-platform Java program for ego network analysis.
- EgoWeb (https://www.qualintitative.com/egoweb/) - Server-side software for social network data collection and processing.
@@ -603,8 +568,8 @@
- Metamaps (https://metamaps.cc/) - Free, open-source platform to draw networks, currently in beta.
- MuxViz (http://muxviz.net/) - Cross-platform, free and open source tool to study multilayer networks, based on R and GNU Octave.
- Neo4j (http://neo4j.com/) - Open source, scalable graph database, used by companies like Linkurious (http://linkurio.us/).
- Network Canvas (http://networkcanvas.com/) - A free and open-source set of survey tools for ego-centric and personal network studies, including documentation (https://documentation.networkcanvas.com) and a 
user community (https://community.networkcanvas.com). 
- Network Canvas (http://networkcanvas.com/) - A free and open-source set of survey tools for ego-centric and personal network studies, including documentation (https://documentation.networkcanvas.com) and a user community 
(https://community.networkcanvas.com). 
- Node Overlap and Segregation Software (http://nos.alwaysdata.net/) - Web-based tool to compute Strona and Veech (https://doi.org/10.1111/2041-210X.12395)’s node overlap and segregation measures.
- Nodegoat (http://nodegoat.net/) - Web-based data management, network analysis and visualisation environment (blog (http://nodegoat.net/blog)).
- NodeXL (http://nodexl.codeplex.com/) - Free, open-source template to explore network graphs with Microsoft Excel.
@@ -617,31 +582,29 @@
- Palladio (http://hdlab.stanford.edu/palladio/) - Web-based spatial network visualization tool by the Humanities + Design research lab (http://hdlab.stanford.edu/) at Stanford University.
- PARTNER - Program to Analyze, Record, and Track Networks to Enhance Relationships (https://visiblenetworklabs.com/partner-cprm/) - Excel-based tool for building networks from surveys.
- PIGALE - Public Implementation of a Graph Algorithm Library and Editor (https://pigale.sourceforge.net/) - Windows program and C++ library to analyze planar graphs.
- PNet (http://www.swinburne.edu.au/fbl/research/transformative-innovation/our-research/MelNet-social-network-group/PNet-software/index.html) - Simulation and estimation of (one-mode and multilevel) 
exponential random graph models (ERGMs), written in Java for Windows.
- PNet (http://www.swinburne.edu.au/fbl/research/transformative-innovation/our-research/MelNet-social-network-group/PNet-software/index.html) - Simulation and estimation of (one-mode and multilevel) exponential random graph models 
(ERGMs), written in Java for Windows.
- Polinode (https://www.polinode.com/) - 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 (http://www.kintip.net/) - Cross-platform Java program for genealogical network analysis.
- qgis-edge-bundling (https://github.com/ait-energy/qgis-edge-bundling) - Implementation of force-directed edge bundling for the QGIS Processing toolbox.
- Radatools (https://deim.urv.cat/~sergio.gomez/radatools.php) - Set of tools intended for the analysis of complex networks, built on top of Radalib (http://deim.urv.cat/~sergio.gomez/radalib.php), a library 
written in Ada.
- Radatools (https://deim.urv.cat/~sergio.gomez/radatools.php) - Set of tools intended for the analysis of complex networks, built on top of Radalib (http://deim.urv.cat/~sergio.gomez/radalib.php), a library written in Ada.
- Retina (https://ouestware.gitlab.io/retina) - Web application to share GEXF and GraphML network visualizations.
- SageMath (https://www.sagemath.org/) - Free open-source mathematics software with extensive graph capabilities (http://doc.sagemath.org/html/en/reference/graphs/index.html).
- Segrada (https://www.segrada.org/) - Cross-platform tool to build and visualize semantic graph databases.
- Siena (https://www.stats.ox.ac.uk/~snijders/siena/) - Simulation Investigation for Empirical Network Analysis. Formerly a Windows program, now developed as the RSiena R package.
- SocNetV - Social Network Visualizer (https://socnetv.org/) - Cross-platform program that includes a simple Web crawler (https://socnetv.org/news/?post=socnetv-v16-released-with-a-working-web-crawler) to 
construct hyperlink networks.
- SoNIA - Social Network Image Animator (http://web.stanford.edu/group/sonia/) - Tool to visualize dynamic or longitudinal network data. Formerly a Java program (https://sourceforge.net/projects/sonia/) (
example movies (http://www.soc.duke.edu/~jmoody77/NetMovies/index.htm)), now developed as the ndtv R package.
- SocNetV - Social Network Visualizer (https://socnetv.org/) - Cross-platform program that includes a simple Web crawler (https://socnetv.org/news/?post=socnetv-v16-released-with-a-working-web-crawler) to construct hyperlink networks.
- SoNIA - Social Network Image Animator (http://web.stanford.edu/group/sonia/) - Tool to visualize dynamic or longitudinal network data. Formerly a Java program (https://sourceforge.net/projects/sonia/) (example movies 
(http://www.soc.duke.edu/~jmoody77/NetMovies/index.htm)), now developed as the ndtv R package.
- SparklingGraph (https://sparkling-graph.github.io/) - Cross-platform tool to perform large-scale, distributed network computations with Apache Spark’s GraphX module; written in Java and Scala.
- SPaTo Visual Explorer (http://www.spato.net/) - Cross-platform program for the visualization and exploration of complex networks.
- StOCNET (http://www.gmw.rug.nl/~stocnet/StOCNET.htm) - Several Windows programs developed by the same team as Siena.
- Tulip (http://tulip.labri.fr/) - 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 Python package (http://tulip.labri.fr/Documentation/current/tulip-python/html/index.html).
- Tulip (http://tulip.labri.fr/) - 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 Python 
package (http://tulip.labri.fr/Documentation/current/tulip-python/html/index.html).
- UCINET (https://sites.google.com/site/ucinetsoftware/) - Windows commercial software package for the analysis of social network data.
- Uberlink (http://www.uberlink.com/) - Software suite for online (hyperlink) network analysis, by the VOSON (http://vosonlab.net/) research project.
- **VOSON System** (http://www.uberlink.com/software#voson) - Web-based software for the collection and analysis of online network data. 
- **VOSON Data Provider for NodeXL** (http://www.uberlink.com/software#voson-nodexl) (**quick tutorial** (https://blogs.k-state.edu/it-news/2013/04/09/the-nodexl-series-using-voson-for-hyperlink-network-analys 
is-part-9/); to be discontinued in 2016). 
- **VOSON Data Provider for NodeXL** (http://www.uberlink.com/software#voson-nodexl) (**quick tutorial** (https://blogs.k-state.edu/it-news/2013/04/09/the-nodexl-series-using-voson-for-hyperlink-network-analysis-part-9/); to be discon 
tinued in 2016). 
- **vosonR** (http://vosonlab.net/tools) - R client for the VOSON software (in development). 
- UNISoN (http://unison.sleonard.co.uk/) - Cross-platform program to download and visualize Usenet data. Developed for a Masters degree (https://github.com/leonarduk/unison/wiki/MSc-Report-Abstract).
- VennMaker: An Actor-Centered Interactive Network Mapping Tool (http://www.vennmaker.com/?lang=en) - Cross-platform Java program for ego network analysis.
@@ -658,13 +621,11 @@
- algo.graph (https://github.com/clojure/algo.graph) - Basic graph theory algorithms written in Clojure.
- CONGA and CONGO (https://gregory.org/research/networks/software/conga.html) - Algorithms to detect overlapping communities in networks, written in Java.
- ForceAtlas2 (https://gephi.wordpress.com/2011/06/06/forceatlas2-the-new-version-of-our-home-brew-layout/) - Force-directed layout included in Gephi (paper 
(http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0098679)).
- ForceAtlas2 (https://gephi.wordpress.com/2011/06/06/forceatlas2-the-new-version-of-our-home-brew-layout/) - Force-directed layout included in Gephi (paper (http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0098679)).
- Linkcomm - Link Communities in Complex Networks (https://github.com/bagrow/linkcomm) - Community detection algorithms, available in C++, Python and R (https://CRAN.R-project.org/package=linkcomm).
- MixNet - Erdös-Rényi Mixture Model for Networks (https://ssbgroup.fr/mixnet.html) - Community detection method, available in C++ and R.
- OSLOM2 - Order Statistics Local Optimization Method (http://www.oslom.org/) - Clustering algorithm.
- vbmod: Variational Bayesian Inference for Network Modularity (https://vbmod.sourceforge.net/) - MATLAB and Python implementations of a Bayesian community detection algorithm 
(https://arxiv.org/abs/0709.3512).
- vbmod: Variational Bayesian Inference for Network Modularity (https://vbmod.sourceforge.net/) - MATLAB and Python implementations of a Bayesian community detection algorithm (https://arxiv.org/abs/0709.3512).
- weighted-modularity-LPAwbPLUS (https://github.com/sjbeckett/weighted-modularity-LPAwbPLUS) - Julia, MATLAB and R implementations of two algorithms to find weighted modularity in bipartite networks.
C / C++
@@ -748,8 +709,7 @@
Python
▐ Many items below are from a Google spreadsheet (https://docs.google.com/spreadsheets/d/1vJILk2EW1JnR3YAwTSSqAV5mPkeXaezy45wOoafBpfU/edit#gid=0) by Michał Bojanowski and others. 
▐ See also Social Network Analysis with Python (https://www.youtube.com/watch?v=qgGqaBAEy3Q), a 3-hour tutorial by Maksim Tsvetovat and Alex Kouznetsov given at PyCon US 2012 (code 
▐ (https://github.com/maksim2042/PyCon2012)). 
▐ See also Social Network Analysis with Python (https://www.youtube.com/watch?v=qgGqaBAEy3Q), a 3-hour tutorial by Maksim Tsvetovat and Alex Kouznetsov given at PyCon US 2012 (code (https://github.com/maksim2042/PyCon2012)). 
▐ For more awesome Python packages, see the Awesome Python (https://github.com/vinta/awesome-python) and Awesome Python Books (https://github.com/Junnplus/awesome-python-books) lists.
- bokeh (https://bokeh.org/) - Python library for interactive data visualization in the browser, with support for networks.
@@ -767,8 +727,8 @@
- networkx (https://networkx.org/) - Python package for the creation, manipulation, and study of the structure, dynamics, and functions of complex networks.
- **Implementing an ERGM from Scratch in Python** (https://gist.github.com/dmasad/8509304), using networkx and numpy (2014).
- **nxviz** (https://github.com/ericmjl/nxviz/) - Visualization package for NetworkX. 
- nngt (https://nngt.readthedocs.io) - Library-agnostic graph generation and analysis that wraps around networkx, igraph and graph-tool). Includes normalized graph measures, advanced visualizations, 
(geo)spatial tools, and interfaces for neuroscience simulators.
- nngt (https://nngt.readthedocs.io) - Library-agnostic graph generation and analysis that wraps around networkx, igraph and graph-tool). Includes normalized graph measures, advanced visualizations, (geo)spatial tools, and interfaces 
for neuroscience simulators.
- npartite (https://github.com/ike002jp/npartite) - Python algorithms for community detection in n-partite networks.
- PyGraphistry (https://github.com/graphistry/pygraphistry) - Python library to extract, transform, and visually explore big graphs.
- python-igraph (http://igraph.org/python/) - Python version of the igraph network analysis package.
@@ -787,8 +747,8 @@
▐ For more awesome R resources, see the Awesome R (https://github.com/qinwf/awesome-R) and Awesome R Books (https://github.com/RomanTsegelskyi/rbooks) lists. See also this Google spreadsheet 
▐ (https://docs.google.com/spreadsheets/d/1CoFGtrW85D9FsVcAE5-bcXVl6QOTncwXjFBYp4u2WgE/edit?usp=sharing) by Ian McCulloh and others. 
▐ To convert many different network model results into tidy data frames, see the broom (https://CRAN.R-project.org/package=broom) package. To convert many different network model results into LaTeX or HTML 
▐ tables, see the texreg (https://CRAN.R-project.org/package=texreg) package.
▐ To convert many different network model results into tidy data frames, see the broom (https://CRAN.R-project.org/package=broom) package. To convert many different network model results into LaTeX or HTML tables, see the texreg 
▐ (https://CRAN.R-project.org/package=texreg) package.
- amen (https://CRAN.R-project.org/package=amen) - Additive and multiplicative effects models for relational data.
- backbone (https://CRAN.R-project.org/package=backbone) - Provides methods for binarizing a weighted network retaining only significant edges.
@@ -798,14 +758,12 @@
- blockmodeling (https://CRAN.R-project.org/package=blockmodeling) - Implementats generalized blockmodeling for valued networks.
- bnlearn (https://CRAN.R-project.org/package=bnlearn) - Tools for Bayesian network learning and inference (http://www.bnlearn.com/) (related Shiny app (https://paulgovan.github.io/RiskNetwork)).
- brainGraph (https://CRAN.R-project.org/package=brainGraph) - Tools for performing graph theory analysis of brain MRI data.
- btergm (https://CRAN.R-project.org/package=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.
- btergm (https://CRAN.R-project.org/package=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 (https://github.com/matthewjdenny/CCAS) - Statistical model for communication networks.
- concoR (https://github.com/aslez/concoR) - Implementation of the CONCOR network blockmodeling algorithm (blog post (http://badhessian.org/2015/05/concor-in-r/)).
- ContentStructure (https://github.com/matthewjdenny/ContentStructure) - Implements an extension to the Topic-Partitioned Multinetwork Embeddings (TPME) model 
(http://dirichlet.net/pdf/krafft12topic-partitioned.pdf).
- DiagrammeR (https://github.com/rich-iannone/DiagrammeR) - Connects R, RStudio and JavaScript libraries to draw graph diagrams (blog post 
(https://blog.rstudio.org/2015/05/01/rstudio-v0-99-preview-graphviz-and-diagrammer/)).
- ContentStructure (https://github.com/matthewjdenny/ContentStructure) - Implements an extension to the Topic-Partitioned Multinetwork Embeddings (TPME) model (http://dirichlet.net/pdf/krafft12topic-partitioned.pdf).
- DiagrammeR (https://github.com/rich-iannone/DiagrammeR) - Connects R, RStudio and JavaScript libraries to draw graph diagrams (blog post (https://blog.rstudio.org/2015/05/01/rstudio-v0-99-preview-graphviz-and-diagrammer/)).
- dodgr (https://CRAN.R-project.org/package=dodgr) - Computes distances on dual-weighted directed graphs, such as street networks, using priority-queue shortest paths.
- edgebundle (https://github.com/schochastics/edgebundle) - Edge bundling algorithms, useful to e.g. draw networks of transport maps.
- egor (https://CRAN.R-project.org/package=egor) - Tools for importing, analyzing and visualizing ego-centered network data, in various formats.
@@ -874,13 +832,12 @@
- snahelper (https://CRAN.R-project.org/package=snahelper) - RStudio addin which provides a GUI to visualize and analyse networks
- **Introduction to snahelper (Part 1)** (http://blog.schochastics.net/post/an-rstudio-addin-for-network-analysis-and-visualization/)
- **Introduction to snahelper (Part 2)** (http://blog.schochastics.net/post/new-rstudio-addins-for-network-analysis/) 
- SocialMediaLab (https://CRAN.R-project.org/package=SocialMediaLab) - Tools for collecting social media data and generating networks from it (companion website (http://vosonlab.net/SocialMediaLab), github 
repo (https://github.com/voson-labSocialMediaLab)).
- SocialMediaLab (https://CRAN.R-project.org/package=SocialMediaLab) - Tools for collecting social media data and generating networks from it (companion website (http://vosonlab.net/SocialMediaLab), github repo 
(https://github.com/voson-labSocialMediaLab)).
- spectralGOF (http://people.bu.edu/jccs/spectralGOF.html) - Computes the spectral goodness of fit (SGOF), a measure of how well a network model explains the structure of an observed network.
- spnet (https://CRAN.R-project.org/package=spnet) - Methods for visualizing spatial networks on maps in the sp class.
- spNetwork (https://CRAN.R-project.org/package=spNetwork) - Methods for spatial network analysis, including e.g. kernel density estimation, distances and point pattern analysis.
- statnet (https://statnet.org/) - The project behind many R network analysis packages (mailing-list (https://mailman13.u.washington.edu/mailman/listinfo/statnet_help), tutorials/workshops 
(https://statnet.org/workshops/)).
- statnet (https://statnet.org/) - The project behind many R network analysis packages (mailing-list (https://mailman13.u.washington.edu/mailman/listinfo/statnet_help), tutorials/workshops (https://statnet.org/workshops/)).
- **Exponential Random Graph Models (ERGMs) Using statnet** (https://statnet.org/workshop-ergm/ergm_tutorial.html) (2022).
- **Guides for Using the statnet Package** (http://www.melissaclarkson.com/resources/R_guides/) (2010). 
- **Modeling Valued Networks with statnet** (https://statnet.org/workshop-valued/valued.html) (2022). 
@@ -896,8 +853,8 @@
Stata
- nwcommands: Network Analysis Using Stata (https://nwcommands.wordpress.com/) (discussion 
(http://www.statalist.org/forums/forum/general-stata-discussion/general/1290963-network-analysis-which-command-to-use), tutorials and slides (https://nwcommands.wordpress.com/tutorials-and-slides/)).
- nwcommands: Network Analysis Using Stata (https://nwcommands.wordpress.com/) (discussion (http://www.statalist.org/forums/forum/general-stata-discussion/general/1290963-network-analysis-which-command-to-use), tutorials and slides 
(https://nwcommands.wordpress.com/tutorials-and-slides/)).
- SNA with Stata (http://www.rensecorten.org/index.php/category/sna-with-stata/) - Blog documenting the use of the netplot Stata package.
Syntaxes
@@ -909,8 +866,8 @@
- GraphML (http://graphml.graphdrawing.org/) - Comprehensive and easy-to-use file format for graphs (handbook chapter (https://www.uni-konstanz.de/mmsp/pubsys/publishedFiles/BrEiLe10.pdf)).
- JGraphT (https://jgrapht.org/) - Java graph library for graph data structures and algorithms (example algorithms (https://github.com/agouge/Java-Network-Analyzer)).
- JUNG - Java Universal Network/Graph Framework (https://jung.sourceforge.net/) - Extensible library to represent network objects.
- PGF/TikZ (http://www.ctan.org/tex-archive/graphics/pgf/) - Tandem (https://en.wikipedia.org/wiki/PGF/TikZ) of vector graphics languages that can be used to draw graphs in the LaTeX 
(https://latex-project.org/) typesetting environment.
- PGF/TikZ (http://www.ctan.org/tex-archive/graphics/pgf/) - Tandem (https://en.wikipedia.org/wiki/PGF/TikZ) of vector graphics languages that can be used to draw graphs in the LaTeX (https://latex-project.org/) typesetting 
environment.
- **Awesome LaTeX: TiKZ** (https://github.com/egeerardyn/awesome-LaTeX#tikz). 
- **How to Draw Graphs in LaTeX?** (https://tex.stackexchange.com/questions/57152/how-to-draw-graphs-in-latex) 
- **TikZ Graph Examples** (http://www.texample.net/tikz/examples/tag/graphs/). 
@@ -933,36 +890,30 @@
▐ Resources that do not fit in other categories.
- +100 herramientas para el análisis de redes sociales (http://www.k-government.com/2016/06/28/100-herramientas-analisis-redes-sna-ars/) - Long list of diverse applications of network analysis, with shorts 
descriptions in Spanish.
- Awesome graph classification (https://github.com/benedekrozemberczki/awesome-graph-classification) - Comprehensive list of graph embedding papers with title, authors, link to the paper and reference 
implementation.
- Awesome community detection (https://github.com/benedekrozemberczki/awesome-community-detection) - Comprehensive list of community detection papers with title, authors, link to the paper and reference 
implementation.
- +100 herramientas para el análisis de redes sociales (http://www.k-government.com/2016/06/28/100-herramientas-analisis-redes-sna-ars/) - Long list of diverse applications of network analysis, with shorts descriptions in Spanish.
- Awesome graph classification (https://github.com/benedekrozemberczki/awesome-graph-classification) - Comprehensive list of graph embedding papers with title, authors, link to the paper and reference implementation.
- Awesome community detection (https://github.com/benedekrozemberczki/awesome-community-detection) - 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_ (http://yro.ch/centrality-measures-signature-roles-rousseaus-les-confessions/) - Analysis of a real-world character network.
- Cheat Sheet: Social Network Analysis for Humanists (https://cvcedhlab.hypotheses.org/106) - Basic notions to remember when assembling and manipulating network data.
- Computer Technologies for the Historical Research of Intellectual Networks (https://www.youtube.com/playlist?list=PLz79Il7EOvUJxdQ9r2IefFtr--BNkfOa7) - Series of videos by historians, featuring Marten Düring
and Scott Weingart.
- Computer Technologies for the Historical Research of Intellectual Networks (https://www.youtube.com/playlist?list=PLz79Il7EOvUJxdQ9r2IefFtr--BNkfOa7) - Series of videos by historians, featuring Marten Düring and Scott Weingart.
- Convert Between Graph Formats (http://awesome.cs.jhu.edu/graph-services/convert/) - Online service to convert from/to many different common graph formats.
- David Knoke on Network Analysis (https://thesocietypages.org/methods/2015/01/30/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.
- David Knoke on Network Analysis (https://thesocietypages.org/methods/2015/01/30/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 (https://statnet.org/trac/raw-attachment/wiki/Resources/glossary.pdf).
- Linton C. Freeman’s Social Network Research Publications (http://moreno.ss.uci.edu/pubs.html), spanning from 1955 to today.
- Mapping the Republic of Letters (http://republicofletters.stanford.edu/) - Research project on early-modern scholarship (underlying software (http://www.densitydesign.org/research/knot/)).
- Mixed-Method Approaches to Social Network Analysis (https://www.youtube.com/playlist?list=PL3zdEY084WkQD79mR00RSt8j5RuyPwMJE) - Videos of a conference at the Middlesex University School of Law (2014).
- Modeling Complex Social Networks: Challenges and Opportunities for Statistical Learning and Inference (https://www.youtube.com/watch?v=1xLjYc7EUEU) - Video of a seminar talk by Jennifer Neville at Purdue 
University (2011).
- Modeling Complex Social Networks: Challenges and Opportunities for Statistical Learning and Inference (https://www.youtube.com/watch?v=1xLjYc7EUEU) - Video of a seminar talk by Jennifer Neville at Purdue University (2011).
- NetSciEd - Network Science in Education (https://sites.google.com/a/binghamton.edu/netscied/home) - International initiative aimed at improving network literacy.
- (@) Network Fact (https://twitter.com/networkfact) - Twitter account on networks, graph theory, and related topics.
- Network Map of Knowledge and Art (https://paolonegrini.wordpress.com/2012/11/19/network-map-of-knowledge-and-art/) - DBPedia-derived networks of who-was-influenced-by-whom directed ties, using SPARQL and 
Gephi.
- Network Map of Knowledge and Art (https://paolonegrini.wordpress.com/2012/11/19/network-map-of-knowledge-and-art/) - DBPedia-derived networks of who-was-influenced-by-whom directed ties, using SPARQL and Gephi.
- (@) Network Science (https://twitter.com/Ognyanova/lists/network-science/members) - A thematic list of Twitter accounts, curated by Katherine Ognyanova (https://twitter.com/Ognyanova).
- The Networks Network (https://groups.google.com/forum/?hl=en-GB#!forum/the-networks-network) - Mailing-list (mostly historians from the HNR network).
- New Perspectives for Relational Learning (http://www.birs.ca/events/2015/5-day-workshops/15w5080/videos) - Videos (and more) from a workshop at the Banff International Research Station (BIRS) (2015).
- Open Graph protocol (http://ogp.me/) - A proposed standard to turn any Web page into a “social graph object.”
- Periodic Table of Network Centrality (http://schochastics.net/sna/periodic.html) - Interactive periodic table of centrality indices.
- Picking Sides (https://codeandculture.wordpress.com/2015/04/03/picking-sides/) - Community detection in the political network of Middle Eastern alliances between various state and nonstate powers (updated 
version (https://gist.github.com/briatte/c6df2f855afb4eb142e6)).
- Picking Sides (https://codeandculture.wordpress.com/2015/04/03/picking-sides/) - Community detection in the political network of Middle Eastern alliances between various state and nonstate powers (updated version 
(https://gist.github.com/briatte/c6df2f855afb4eb142e6)).
- Psych Networks (http://psych-networks.com/) - Website with news, references and tutorials (https://psych-networks.com/tutorials/) about network modeling for psychological data.
 - Tutorial Paper on New Methods for Estimating Psychological Networks (http://psych-networks.com/tutorial-paper-new-methods-estimating-psychological-networks/).
@@ -973,12 +924,11 @@
- Social Network Analysis in DBpedia (http://othes.univie.ac.at/12285/1/2010-10-14_0703857.pdf) - Highly didactic Master’s dissertation, showing how to use SPARQL and Pajek.
- SNA-DE Mailing-List (https://dlist.server.uni-frankfurt.de/mailman/listinfo/sna-de), in German.
- SPARQL for R Tutorial - Hollywood Social Network Analysis (http://semanticweb.cs.vu.nl/R/sparql_hollywood/sparql_hollywood.html) - Also uses Gephi.
- A Sociology Citation Network (http://nealcaren.web.unc.edu/a-sociology-citation-network/) and A Co-citation Network for Philosophy 
(https://kieranhealy.org/blog/archives/2013/06/18/a-co-citation-network-for-philosophy/) - Examples of scientific co-citation networks.
- Using Metadata to Find Paul Revere (https://kieranhealy.org/blog/archives/2013/06/09/using-metadata-to-find-paul-revere/) and The Other Ride of Paul Revere: The Brokerage Role in the Making of the American 
Revolution (http://www.sscnet.ucla.edu/polisci/faculty/chwe/ps269/han.pdf) - Network analysis applied to American revolutionaries.
- Visual Complexity. An Exploration on Mapping Complex Networks (http://www.visualcomplexity.com/vc/) - Tons of beautiful network and tree visualizations (book (http://www.visualcomplexity.com/vc/book/), also 
in Chinese and French).
- A Sociology Citation Network (http://nealcaren.web.unc.edu/a-sociology-citation-network/) and A Co-citation Network for Philosophy (https://kieranhealy.org/blog/archives/2013/06/18/a-co-citation-network-for-philosophy/) - Examples 
of scientific co-citation networks.
- Using Metadata to Find Paul Revere (https://kieranhealy.org/blog/archives/2013/06/09/using-metadata-to-find-paul-revere/) and The Other Ride of Paul Revere: The Brokerage Role in the Making of the American Revolution 
(http://www.sscnet.ucla.edu/polisci/faculty/chwe/ps269/han.pdf) - Network analysis applied to American revolutionaries.
- Visual Complexity. An Exploration on Mapping Complex Networks (http://www.visualcomplexity.com/vc/) - Tons of beautiful network and tree visualizations (book (http://www.visualcomplexity.com/vc/book/), also in Chinese and French).
- Visualizing Historical Networks (https://histecon.fas.harvard.edu/visualizing/index.html) - Historical network research projects at Harvard University.
- **Angoulême in 1764** (https://histecon.fas.harvard.edu/visualizing/angouleme/index.html). 
- **Economists in Cambridge** (https://histecon.fas.harvard.edu/visualizing/graphing/economists.html). 
@@ -1039,8 +989,7 @@
▐ Explorations of fictional character networks.
- Analyzing Networks of Characters in _Love Actually_ (http://varianceexplained.org/r/love-actually-network/) - Features a cluster analysis and a Shiny app (https://dgrtwo.shinyapps.io/love-actually-network/) 
(using R + Shiny).
- Analyzing Networks of Characters in _Love Actually_ (http://varianceexplained.org/r/love-actually-network/) - Features a cluster analysis and a Shiny app (https://dgrtwo.shinyapps.io/love-actually-network/) (using R + Shiny).
- Character Co-Occurrences in Victor Hugo’s _Les Misérables_ (https://docs.bokeh.org/en/latest/docs/examples/topics/categorical/les_mis.html), plotted as an adjacency matrix, written in Python (+ Javascript).
- Lessons on Exponential Random Graph Modeling from _Grey’s Anatomy_ hook-ups (http://badhessian.org/2012/09/lessons-on-exponential-random-graph-modeling-from-greys-anatomy-hook-ups/) (using R).
@@ -1063,9 +1012,9 @@
- **Taming Complexity** (https://barabasi.com/f/182.pdf). 
- **The Network Takeover** (https://barabasi.com/f/362.pdf).
- The Invasion of the Physicists (https://doi.org/10.1016/j.socnet.2004.06.002) - How “network _science_” came up.
- Isolated Social Networkers (https://crookedtimber.org/2005/05/19/isolated-social-networkers/), Networks and Netwars (http://bactra.org/weblog/347.html) and The Inter-Disciplinary Politics of 
Interdisciplinary Research or, “Hey, That Was My Idea First.” (https://www.cs.unm.edu/~aaron/blog/archives/2005/05/the_interdiscip.htm) - 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.
- Isolated Social Networkers (https://crookedtimber.org/2005/05/19/isolated-social-networkers/), Networks and Netwars (http://bactra.org/weblog/347.html) and The Inter-Disciplinary Politics of Interdisciplinary Research or, “Hey, That
Was My Idea First.” (https://www.cs.unm.edu/~aaron/blog/archives/2005/05/the_interdiscip.htm) - 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 (https://www.jstor.org/stable/29737693) - Review of network science books published in 2002-2003.
- Predicting Highly Cited Papers (https://arxiv.org/abs/1310.8220) - Prediction of the next highly cited papers in network science.
- Social Network and Network Science Co-Citations Across Disciplines in 1996-2013 (https://github.com/raffaelevacca/EUSN-co-citation-networks).
@@ -1080,8 +1029,7 @@
- The Erdös Number Project (http://wwwp.oakland.edu/enp/) - Research project on the collaborative ties and network distance between mathematicians.
- How Small is the World, Really? (https://medium.com/@duncanjwatts/how-small-is-the-world-really-736fa21808ba#.kyr90lhyo) - Discussion of “_x_ degrees of separation” small-world experiments.
- The Oracle of Bacon (https://oracleofbacon.org/) - Based on an online game (https://en.wikipedia.org/wiki/Six_Degrees_of_Kevin_Bacon) that resulted in a charity (http://www.sixdegrees.org/).
- Panel: Six Degrees of Separation (https://www.cornell.edu/video/six-degrees-of-separation-panel) - Video of a conference at Cornell University, featuring Duncan J. Watts, Steven H. Strogatz, Jon Kleinberg 
and other speakers.
- Panel: Six Degrees of Separation (https://www.cornell.edu/video/six-degrees-of-separation-panel) - 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 (http://badhessian.org/2013/09/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 (http://sixdegreesoffrancisbacon.com/) - Interactive visualization of a well-documented early modern historical network.
- Six Degrees of Separation (https://en.wikipedia.org/wiki/Six_degrees_of_separation) - Wikipedia English entry.