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@ -70,7 +70,7 @@ Inspired by [Awesome Deep Learning](https://github.com/ChristosChristofidis/awes
> Accessible introductions aimed at non-technical audiences. > Accessible introductions aimed at non-technical audiences.
- _[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). - _[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://www3.nd.edu/~networks/Linked/index.html)_, by Albert-László Barabási - [Selected chapters online](http://barabasi.com/book/linked#linked) (2002). - _[Linked: The New Science of Networks](http://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). - _[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). - _[Six Degrees: The Science of a Connected Age](http://books.wwnorton.com/books/detail.aspx?ID=7599)_, by Duncan J. Watts (2003).
@ -207,7 +207,7 @@ Inspired by [Awesome Deep Learning](https://github.com/ChristosChristofidis/awes
- [Bayesian Network Repository](http://www.bnlearn.com/bnrepository/). - [Bayesian Network Repository](http://www.bnlearn.com/bnrepository/).
- [Bill Cosponsorship Networks in European Parliaments](https://github.com/briatte/parlnet) - Legislative cosponsorship networks, in R format. - [Bill Cosponsorship Networks in European Parliaments](https://github.com/briatte/parlnet) - Legislative cosponsorship networks, in R format.
- [Colorado Index of Complex Networks (ICON)](https://icon.colorado.edu/) - Large collection of networks described and indexed by Aaron Clauset's research group. - [Colorado Index of Complex Networks (ICON)](https://icon.colorado.edu/) - Large collection of networks described and indexed by Aaron Clauset's research group.
- [Connectome](http://openconnecto.me/graph-services/download/) - Comprehensive maps of neural connections. - [Connectome](http://awesome.cs.jhu.edu/graph-services/download/) - Comprehensive maps of neural connections.
- [Enron Email Dataset](https://www.cs.cmu.edu/~enron/). - [Enron Email Dataset](https://www.cs.cmu.edu/~enron/).
- [Eric D. Kolaczyk’s Network Datasets](http://math.bu.edu/people/kolaczyk/datasets.html). - [Eric D. Kolaczyk’s Network Datasets](http://math.bu.edu/people/kolaczyk/datasets.html).
- [Gephi Datasets](https://github.com/gephi/gephi/wiki/Datasets). - [Gephi Datasets](https://github.com/gephi/gephi/wiki/Datasets).
@ -243,7 +243,7 @@ Inspired by [Awesome Deep Learning](https://github.com/ChristosChristofidis/awes
- _[Computational Social Networks](http://computationalsocialnetworks.springeropen.com/)_ (Springer Open). - _[Computational Social Networks](http://computationalsocialnetworks.springeropen.com/)_ (Springer Open).
- _[Connections](http://www.insna.org/connections.html)_ (INSNA). - _[Connections](http://www.insna.org/connections.html)_ (INSNA).
- _[IEEE Transactions on Network Science and Engineering](http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?reload=true&punumber=6488902)_ (IEEE). - _[IEEE Transactions on Network Science and Engineering](http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?reload=true&punumber=6488902)_ (IEEE).
- _[Journal of Complex Networks](http://comnet.oxfordjournals.org/)_ (Oxford, gated). - _[Journal of Complex Networks](https://academic.oup.com/comnet)_ (Oxford, gated).
- _[The Journal of Mathematical Sociology](http://www.tandfonline.com/loi/gmas20)_ (Taylor & Francis, gated). - _[The Journal of Mathematical Sociology](http://www.tandfonline.com/loi/gmas20)_ (Taylor & Francis, gated).
- _[Journal of Social Structure](http://www.cmu.edu/joss)_ (INSNA). - _[Journal of Social Structure](http://www.cmu.edu/joss)_ (INSNA).
- _[NETCOM. Networks and Communication Studies](https://journals.openedition.org/netcom/)_, in English and in French (Revues.org). - _[NETCOM. Networks and Communication Studies](https://journals.openedition.org/netcom/)_, in English and in French (Revues.org).
@ -254,7 +254,7 @@ Inspired by [Awesome Deep Learning](https://github.com/ChristosChristofidis/awes
## Professional Groups ## Professional Groups
- [AFS RT 26 “Réseaux sociaux”](http://www.cmh.pro.ens.fr/reseaux-sociaux/) - Thematic Network of the French Sociological Association (AFS), in French. - [AFS RT 26 “Réseaux sociaux”](http://www.test-afs-socio.fr/drupal/RT26) - Thematic Network of the French Sociological Association (AFS), in French ([old website](https://web.archive.org/web/20160421164221/http://www.cmh.pro.ens.fr/reseaux-sociaux/)).
- [APSA Political Networks](http://www.polinetworks.org/) - Organized Section of the American Political Science Association (APSA). - [APSA Political Networks](http://www.polinetworks.org/) - Organized Section of the American Political Science Association (APSA).
- [ECPR Political Networks SG](https://politicalnetsecpr.wordpress.com/) - Standing Group of the European Consortium for Political Research ([Twitter account](https://twitter.com/politicalnets)). - [ECPR Political Networks SG](https://politicalnetsecpr.wordpress.com/) - Standing Group of the European Consortium for Political Research ([Twitter account](https://twitter.com/politicalnets)).
- [GDR ARSHS - GDR Analyse de réseaux en sciences humaines et sociales](http://arshs.hypotheses.org/), in French - Research group based in Paris. - [GDR ARSHS - GDR Analyse de réseaux en sciences humaines et sociales](http://arshs.hypotheses.org/), in French - Research group based in Paris.
@ -309,10 +309,10 @@ Inspired by [Awesome Deep Learning](https://github.com/ChristosChristofidis/awes
- [HNR Talks](https://vimeo.com/user11811027) - Videos, in German. - [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. - [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). - [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://www.uclouvain.be/en-352442.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/). - [MelNet Social Network Research Group, Swinburne University of Technology](http://www.swinburne.edu.au/fbl/research/transformative-innovation/our-research/MelNet-social-network-group/).
- [Mitchell Centre for Social Network Analysis, University of Manchester](http://www.socialsciences.manchester.ac.uk/mitchell-centre/) - Currently studies [covert networks](http://www.socialsciences.manchester.ac.uk/mitchell-centre/research/covert-networks/). - [Mitchell Centre for Social Network Analysis, University of Manchester](http://www.socialsciences.manchester.ac.uk/mitchell-centre/) - Currently studies [covert networks](http://www.socialsciences.manchester.ac.uk/mitchell-centre/research/covert-networks/).
- [Murata Laboratory](http://www.ai.cs.titech.ac.jp/) - Tokyo-based research group, studying bi-, tri- and k-partite (hyper)networks. - [Murata Laboratory](http://www.net.c.titech.ac.jp/) - Tokyo-based research group, studying bi-, tri- and k-partite (hyper)networks.
- [NetLab](http://groups.chass.utoronto.ca/netlab/) - Research network at the University of Toronto, led by Barry Wellman. - [NetLab](http://groups.chass.utoronto.ca/netlab/) - Research network at the University of Toronto, led by Barry Wellman.
- [Network Science Research Centre, Swansea University](http://www.swansea.ac.uk/medicine/enterpriseandinnovation/networkscienceresearchcentre/). - [Network Science Research Centre, Swansea University](http://www.swansea.ac.uk/medicine/enterpriseandinnovation/networkscienceresearchcentre/).
- [Network Dynamics](http://networkdynamics.org/) - Research Lab at McGill University, led by [Derek Ruths](http://www.derekruths.com/) - [Network Dynamics](http://networkdynamics.org/) - Research Lab at McGill University, led by [Derek Ruths](http://www.derekruths.com/)
@ -389,7 +389,7 @@ Inspired by [Awesome Deep Learning](https://github.com/ChristosChristofidis/awes
- [A Brief History of Statistical Models for Network Analysis and Open Challenges][fienberg2012] (_Journal of Computational and Graphical Statistics_, 2012). - [A Brief History of Statistical Models for Network Analysis and Open Challenges][fienberg2012] (_Journal of Computational and Graphical Statistics_, 2012).
- [Introduction to Stochastic Actor-Based Models for Network Dynamics](http://www.sciencedirect.com/science/article/pii/S0378873309000069) ([preprint](http://www.stats.ox.ac.uk/~snijders/SnijdersSteglichVdBunt2009.pdf); _Social Networks_, 2010). - [Introduction to Stochastic Actor-Based Models for Network Dynamics](http://www.sciencedirect.com/science/article/pii/S0378873309000069) ([preprint](http://www.stats.ox.ac.uk/~snijders/SnijdersSteglichVdBunt2009.pdf); _Social Networks_, 2010).
- Navigating the Range of Statistical Tools for Inferential Network Analysis (_American Journal of Political Science_, forthcoming 2016). - Navigating the Range of Statistical Tools for Inferential Network Analysis (_American Journal of Political Science_, forthcoming 2016).
- [Positional Analysis and Blockmodeling](http://link.springer.com/referenceworkentry/10.1007%2F978-1-4614-1800-9_138) ([preprint](http://patrickdoreian.com/NEW/wp-content/papers_resources/chapters/Positional_Analysis_and_Blockmodeling.pdf); _Computational Complexity_, 2012). - [Positional Analysis and Blockmodeling](http://link.springer.com/referenceworkentry/10.1007%2F978-1-4614-1800-9_138) (<!-- [preprint](http://patrickdoreian.com/NEW/wp-content/papers_resources/chapters/Positional_Analysis_and_Blockmodeling.pdf); -->_Computational Complexity_, 2012).
- [Social Network Evolution and Actor Oriented Models](https://journals.openedition.org/msh/2750) (_Mathematics & Social Sciences_, 1997). - [Social Network Evolution and Actor Oriented Models](https://journals.openedition.org/msh/2750) (_Mathematics & Social Sciences_, 1997).
- [Statistical Models for Social Networks](http://www.annualreviews.org/doi/abs/10.1146/annurev.soc.012809.102709) (_Annual Review of Sociology_, 2011). - [Statistical Models for Social Networks](http://www.annualreviews.org/doi/abs/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](http://arxiv.org/abs/0912.5410); _Foundations and Trends in Machine Learning_, 2010). - [A Survey of Statistical Network Models](https://dl.acm.org/citation.cfm?id=1734795) - Book-length review ([preprint](http://arxiv.org/abs/0912.5410); _Foundations and Trends in Machine Learning_, 2010).
@ -416,12 +416,12 @@ Inspired by [Awesome Deep Learning](https://github.com/ChristosChristofidis/awes
- [Network Analysis and Political Science](http://www.annualreviews.org/doi/abs/10.1146/annurev.polisci.12.040907.115949) (_Annual Review of Political Science_, 2011). - [Network Analysis and Political Science](http://www.annualreviews.org/doi/abs/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). - [Network Analysis in the Social Sciences](http://science.sciencemag.org/content/323/5916/892) (_Science_, 2009).
- [Networks in Social Psychology, Beginning with Kurt Lewin](http://link.springer.com/10.1007%2F978-1-4614-6170-8_79) ([preprint](http://patrickdoreian.com/NEW/wp-content/papers_resources/new_papers_4-13/Networks_in_Socia_Psychology_Lewin.docx); _[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) (<!-- [preprint](http://patrickdoreian.com/NEW/wp-content/papers_resources/new_papers_4-13/Networks_in_Socia_Psychology_Lewin.docx); -->_[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). - [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://patrickdoreian.com/NEW/wp-content/papers_resources/new_papers_4-13/positions_and_roles.pdf) (_[The SAGE Handbook of Social Network Analysis](http://www.sagepub.in/books/Book232753/)_, 2011). - [Positions and Roles](http://sk.sagepub.com/reference/the-sage-handbook-of-social-network-analysis/n29.xml) (<!-- [preprint](http://patrickdoreian.com/NEW/wp-content/papers_resources/new_papers_4-13/positions_and_roles.pdf); -->_[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). - [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).
- Urban Social Networks: Some Methodological Problems and Possibilities (_The Small World_, 1989). - 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 ## Selected Papers
@ -435,7 +435,7 @@ Inspired by [Awesome Deep Learning](https://github.com/ChristosChristofidis/awes
- [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). - [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). - [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://journals.openedition.org/communicationorganisation/4093), by Alain Barrat, in French - Accessible introduction to the study of complex networks (_Communication & Organisation_, 2013). - [La notion de réseau complexe : du réseau comme abstraction et outil à la masse de données des réseaux sociaux en ligne](https://journals.openedition.org/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](http://www.ssc.wisc.edu/~emirbaye/Mustafa_Emirbayer/ARTICLES_files/network%20analysis,%20culture,%20and%20the%20problem%20of%20agency.pdf), by Mustafa Emirbayer and Jeff Goodwin (_American Journal of Sociology_, 1994), and [Manifesto for a Relational Sociology](http://www.ssc.wisc.edu/~emirbaye/Mustafa_Emirbayer/ARTICLES_files/manifesto%20for%20a%20relational%20sociology.pdf), by Mustafa Emirbayer (_American Journal of Sociology_, 1997) - Sociological foundations for a science of social ties. - [Network Analysis, Culture, and the Problem of Agency](http://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](http://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). - [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](http://www.sciencedirect.com/science/article/pii/S0378873310000183), 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/)). - [Node Centrality in Weighted Networks: Generalizing Degree and Shortest Paths](http://www.sciencedirect.com/science/article/pii/S0378873310000183), 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](http://barabasi.com/f/124.pdf), by Albert-László Barabási and Eric Bonabeau - Early, accessible formulation of the “networks are everywhere” argument (_Scientific American_, 2003). - [Scale-Free Networks](http://barabasi.com/f/124.pdf), by Albert-László Barabási and Eric Bonabeau - Early, accessible formulation of the “networks are everywhere” argument (_Scientific American_, 2003).
@ -465,7 +465,7 @@ Inspired by [Awesome Deep Learning](https://github.com/ChristosChristofidis/awes
- [EgoWeb](http://egoweb.wikispaces.com/EgoWeb+2.0+Home) - Server-side software for social network data collection and processing. - [EgoWeb](http://egoweb.wikispaces.com/EgoWeb+2.0+Home) - Server-side software for social network data collection and processing.
- [easyN](http://www.esyn.org/) - Online tool aimed at representing and sharing gene interaction networks as well as Petri net models. - [easyN](http://www.esyn.org/) - Online tool aimed at representing and sharing gene interaction networks as well as Petri net models.
- [Gephi](https://gephi.github.io/) - Cross-platform, free and open source tool for network visualization. - [Gephi](https://gephi.github.io/) - Cross-platform, free and open source tool for network visualization.
- [Clément Levallois’ Gephi Tutorials and Plugins](http://www.clementlevallois.net/gephi.html). - [Clément Levallois’ Gephi Tutorials](https://seinecle.github.io/gephi-tutorials/).
- [Geographische Netzwerkvisualisierung mit dem Programm ‘Gephi’](http://www.podcampus.de/nodes/RJVZo), in German (2016). - [Geographische Netzwerkvisualisierung mit dem Programm ‘Gephi’](http://www.podcampus.de/nodes/RJVZo), in German (2016).
- [Introduction to Network Analysis and Visualization with Gephi](http://www.martingrandjean.ch/gephi-introduction/) (2015). - [Introduction to Network Analysis and Visualization with Gephi](http://www.martingrandjean.ch/gephi-introduction/) (2015).
- [Practical Social Network Analysis With Gephi](http://derekgreene.com/gephitutorial/) (2014). - [Practical Social Network Analysis With Gephi](http://derekgreene.com/gephitutorial/) (2014).
@ -525,7 +525,7 @@ Inspired by [Awesome Deep Learning](https://github.com/ChristosChristofidis/awes
> See also the [Awesome Algorithms](https://github.com/tayllan/awesome-algorithms) and [Awesome Algorithm Visualization](https://github.com/enjalot/algovis) lists for more algorithmic awesomess. > See also the [Awesome Algorithms](https://github.com/tayllan/awesome-algorithms) and [Awesome Algorithm Visualization](https://github.com/enjalot/algovis) lists for more algorithmic awesomess.
- [algo.graph](https://github.com/clojure/algo.graph) - Basic graph theory algorithms written in Clojure. - [algo.graph](https://github.com/clojure/algo.graph) - Basic graph theory algorithms written in Clojure.
- [CONGA and CONGO](http://www.cs.bris.ac.uk/~steve/networks/index.html) - Algorithms to detect overlapping communities in networks, written in Java. - [CONGA and CONGO](http://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](http://barabasilab.neu.edu/projects/linkcommunities/) - Community detection algorithms, available in C++, Python and R. - [Linkcomm - Link Communities in Complex Networks](http://barabasilab.neu.edu/projects/linkcommunities/) - Community detection algorithms, available in C++, Python and R.
- [MixNet - Erdös-Rényi Mixture Model for Networks](http://ssbgroup.fr/mixnet.html) - Community detection method, available in C++ and R. - [MixNet - Erdös-Rényi Mixture Model for Networks](http://ssbgroup.fr/mixnet.html) - Community detection method, available in C++ and R.
@ -544,7 +544,7 @@ Inspired by [Awesome Deep Learning](https://github.com/ChristosChristofidis/awes
- [Louvain Method](https://sites.google.com/site/findcommunities/) - C++ code for the [Louvain multi-level community detection algorithm](http://arxiv.org/abs/0803.0476). - [Louvain Method](https://sites.google.com/site/findcommunities/) - C++ code for the [Louvain multi-level community detection algorithm](http://arxiv.org/abs/0803.0476).
- [networks.tb](http://networks-tb.sourceforge.net/) - C program designed for analyzing socio-semantic networks. Runs on Linux and Mac OS X. - [networks.tb](http://networks-tb.sourceforge.net/) - C program designed for analyzing socio-semantic networks. Runs on Linux and Mac OS X.
- [OGDF - Open Graph Drawing Framework](http://www.ogdf.net/) - Self-contained C++ class library for diagram, network and tree layouts. - [OGDF - Open Graph Drawing Framework](http://www.ogdf.net/) - Self-contained C++ class library for diagram, network and tree layouts.
- [OpenOrd: Large-scale Graph Layout (formerly DrL)](http://www.cs.sandia.gov/~smartin/software.html) - C++ algorithm, also available as a [Gephi plugin](https://marketplace.gephi.org/plugin/openord-layout/). - [OpenOrd: Large-scale Graph Layout (formerly DrL)](http://www.cs.sandia.gov/~smartin/software.html) - C++ algorithm, also available as a [Gephi plugin](https://gephi.org/plugins/#/plugin/openord-layout).
- [Stanford Network Analysis Project](http://snap.stanford.edu/) - C++ general purpose network analysis and graph mining library. Available as a Python library and in Microsoft Excel via NodeXL. - [Stanford Network Analysis Project](http://snap.stanford.edu/) - C++ general purpose network analysis and graph mining library. Available as a Python library and in Microsoft Excel via NodeXL.
- [Walktrap](https://www-complexnetworks.lip6.fr/~latapy/PP/walktrap.html) - C++ program that implements the [WalkTrap community detection algorithm](http://arxiv.org/abs/physics/0512106). - [Walktrap](https://www-complexnetworks.lip6.fr/~latapy/PP/walktrap.html) - C++ program that implements the [WalkTrap community detection algorithm](http://arxiv.org/abs/physics/0512106).
@ -731,7 +731,7 @@ Inspired by [Awesome Deep Learning](https://github.com/ChristosChristofidis/awes
- [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. - [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. - [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://openconnecto.me/graph-services/convert/) - Online service to convert from/to many different common graph formats. - [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). - [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. - [Linton C. Freeman’s Social Network Research Publications](http://moreno.ss.uci.edu/pubs.html), spanning from 1955 to today.
@ -840,7 +840,7 @@ Inspired by [Awesome Deep Learning](https://github.com/ChristosChristofidis/awes
- [The Network Takeover](http://barabasi.com/f/362.pdf). - [The Network Takeover](http://barabasi.com/f/362.pdf).
- [The Invasion of the Physicists](http://www.sciencedirect.com/science/article/pii/S0378873304000309) - How “network _science_” came up. - [The Invasion of the Physicists](http://www.sciencedirect.com/science/article/pii/S0378873304000309) - How “network _science_” came up.
- [Isolated Social Networkers](http://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](http://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](http://www.jstor.org/stable/29737693) - Review of network science books published in 2002-2003. - [The ‘New’ Science of Networks](https://www.jstor.org/stable/29737693) - Review of network science books published in 2002-2003.
- [Predicting Highly Cited Papers](http://arxiv.org/abs/1310.8220) - Prediction of the next highly cited papers in network science. - [Predicting Highly Cited Papers](http://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). - [Social Network and Network Science Co-Citations Across Disciplines in 1996-2013](https://github.com/raffaelevacca/EUSN-co-citation-networks).
- [Three Hard Questions about Network Science](http://environmentalpolicy.ucdavis.edu/node/292). - [Three Hard Questions about Network Science](http://environmentalpolicy.ucdavis.edu/node/292).
@ -877,6 +877,6 @@ Inspired by [Awesome Deep Learning](https://github.com/ChristosChristofidis/awes
[![CC0](http://i.creativecommons.org/p/zero/1.0/88x31.png)](http://creativecommons.org/publicdomain/zero/1.0/) [![CC0](http://i.creativecommons.org/p/zero/1.0/88x31.png)](http://creativecommons.org/publicdomain/zero/1.0/)
To the extent possible under law, the authors of this list – by chronological order: [François Briatte](http://f.briatte.org/), [Ian McCulloh](https://www.linkedin.com/in/mcculloh), [Aditya Khanna](http://home.uchicago.edu/~khanna7), [Manlio De Domenico](http://deim.urv.cat/~manlio.dedomenico/index.php), Patrick Kaminski, [Ericka Menchen-Trevino](http://www.ericka.cc/), [Tam-Kien Duong](https://github.com/taniki), [Jeremy Foote](https://github.com/jdfoote), [Catherine Cramer](http://nysci.org/nysci_people/catherine-cramer/), [Andrej Mrvar](http://mrvar.fdv.uni-lj.si/), [Patrick Doreian](http://patrickdoreian.com/), [Vladimir Batagelj](http://vladowiki.fmf.uni-lj.si/doku.php?id=vlado), Eric C. Jones, Alden S. Klovdahl, [James Fairbanks](http://www.jpfairbanks.net/), [Danielle Varda](http://www.ucdenver.edu/academics/colleges/SPA/FacultyStaff/Faculty/Pages/DanielleVarda.aspx), [Andrew Pitts](https://twitter.com/andpitts), [Roman Bartusiak](http://riomus.ml/), [Koustuv Sinha](http://koustuvsinha.github.io/), [Mohsen Mosleh](http://mohsenmosleh.com/), [Sandro Sousa](https://github.com/sandrofsousa), [Jean-Baptiste Pressac](https://github.com/JBPressac), [Patrick Connolly](https://github.com/patcon), [Hristo Georgiev](http://hristog.github.io/), [Tiago Azevedo](http://github.com/tjiagoM), [Luis Miguel Montilla](https://twitter.com/luismmontilla), and [Keith Turner](https://github.com/keith-turner) – have waived all copyright and related or neighboring rights to this work. To the extent possible under law, the authors of this list – by chronological order: [François Briatte](http://f.briatte.org/), [Ian McCulloh](https://www.linkedin.com/in/mcculloh), [Aditya Khanna](http://home.uchicago.edu/~khanna7), [Manlio De Domenico](https://comunelab.fbk.eu/manlio/), Patrick Kaminski, [Ericka Menchen-Trevino](http://www.ericka.cc/), [Tam-Kien Duong](https://github.com/taniki), [Jeremy Foote](https://github.com/jdfoote), [Catherine Cramer](http://nysci.org/nysci_people/catherine-cramer/), [Andrej Mrvar](http://mrvar.fdv.uni-lj.si/), [Patrick Doreian](http://patrickdoreian.com/), [Vladimir Batagelj](http://vladowiki.fmf.uni-lj.si/doku.php?id=vlado), Eric C. Jones, Alden S. Klovdahl, [James Fairbanks](http://www.jpfairbanks.net/), [Danielle Varda](http://www.ucdenver.edu/academics/colleges/SPA/FacultyStaff/Faculty/Pages/DanielleVarda.aspx), [Andrew Pitts](https://twitter.com/andpitts), [Roman Bartusiak](http://riomus.ml/), [Koustuv Sinha](http://koustuvsinha.github.io/), [Mohsen Mosleh](http://mohsenmosleh.com/), [Sandro Sousa](https://github.com/sandrofsousa), [Jean-Baptiste Pressac](https://github.com/JBPressac), [Patrick Connolly](https://github.com/patcon), [Hristo Georgiev](http://hristog.github.io/), [Tiago Azevedo](http://github.com/tjiagoM), [Luis Miguel Montilla](https://twitter.com/luismmontilla), and [Keith Turner](https://github.com/keith-turner) – have waived all copyright and related or neighboring rights to this work.
Thanks to [Robert J. Ackland](https://github.com/rjackland), [Marc Flandreau](http://graduateinstitute.ch/directory/_/people/flandreau), [Eiko Fried](http://eiko-fried.com/), [Wouter de Nooy](https://www.uva.nl/profiel/n/o/w.denooy/w.denooy.html), [Katya Ognyanova](http://kateto.net/), [Camille Roth](http://camille.roth.free.fr/), [Cosma Shalizi](http://www.stat.cmu.edu/~cshalizi/), [Tom A.B. Snijders](https://www.stats.ox.ac.uk/~snijders/) and [Tim A. Wheeler](https://github.com/tawheeler), who helped locating some of the awesome resources featured in this list. Thanks to [Robert J. Ackland](https://github.com/rjackland), [Marc Flandreau](http://graduateinstitute.ch/directory/_/people/flandreau), [Eiko Fried](http://eiko-fried.com/), [Wouter de Nooy](https://www.uva.nl/profiel/n/o/w.denooy/w.denooy.html), [Katya Ognyanova](http://kateto.net/), [Camille Roth](http://camille.roth.free.fr/), [Cosma Shalizi](http://www.stat.cmu.edu/~cshalizi/), [Tom A.B. Snijders](https://www.stats.ox.ac.uk/~snijders/) and [Tim A. Wheeler](https://github.com/tawheeler), who helped locating some of the awesome resources featured in this list.