diff --git a/README.md b/README.md index 2abe39b..d6c2d09 100644 --- a/README.md +++ b/README.md @@ -22,6 +22,12 @@ Inspired by [Awesome Deep Learning](https://github.com/ChristosChristofidis/awes - __[Research Groups (USA)](#research-groups-usa)__ - __[Research Groups (Other)](#research-groups-other)__ - __[Review Articles](#review-articles)__ + - __[Archeological and Historical Networks](#archeological-and-historical-networks)__ + - __[Biological, Ecological and Disease Networks](#biological-ecological-and-disease-networks)__ + - __[Complex Networks](#complex-networks)__ + - __[Network Modeling](#network-modeling)__ + - __[Network Visualization](#network-visualization)__ + - __[Economic, Political and Social Networks](#economic-political-and-social-networks)__ - __[Software](#software)__ - __[Algorithms](#algorithms)__ - __[C / C++](#c--c)__ @@ -37,6 +43,7 @@ Inspired by [Awesome Deep Learning](https://github.com/ChristosChristofidis/awes - __[Fictional Networks](#fictional-networks)__ - __[Network Science](#network-science)__ - __[Small Worlds](#small-worlds)__ + - __[Two-Mode Networks](#two-mode-networks)__ - __[Contribution Guidelines](CONTRIBUTING.md)__ - __[License](#license)__ @@ -90,6 +97,7 @@ Inspired by [Awesome Deep Learning](https://github.com/ChristosChristofidis/awes - _[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_, by Skyler J. Cranmer, Bruce A. Desmarais and Jason Morgan (forthcoming). - _[Multilevel Network Analysis for the Social Sciences](https://www.springer.com/fr/book/9783319245188)_, edited by Emmanuel Lazega and Tom A.B. Snijders (2016). +- _[Network Analysis in Archaeology](https://global.oup.com/academic/product/network-analysis-in-archaeology-9780199697090)_, edited by Carl Knappett (2013; [review in French](http://nda.revues.org/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). - _[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). @@ -109,7 +117,7 @@ Inspired by [Awesome Deep Learning](https://github.com/ChristosChristofidis/awes - _[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 Processes on Complex Networks](http://www.cambridge.org/catalogue/catalogue.asp?isbn=9780521879507)_, by Alain Barrat, Marc Barthélemy and Alessandro Vespignani (2008). -- _[Encyclopedia of Social Networks](http://sk.sagepub.com/reference/socialnetworks)_, edited by George A. Barnett - Covers all sorts of network-related themes as well as social network analysis (2011). +- _[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). - _[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). - _[Neighbor Networks. Competitive Advantage Local and Personal](https://global.oup.com/academic/product/neighbor-networks-9780199570690)_, by Ronald S. Burt (2010). - _[Small Worlds: The Dynamics of Networks between Order and Randomness](http://press.princeton.edu/titles/6768.html)_, by Duncan J. Watts (2003). @@ -250,46 +258,66 @@ Inspired by [Awesome Deep Learning](https://github.com/ChristosChristofidis/awes ## Review Articles -1. [The Architecture of Complexity](http://www.barabasilab.com/pubs/CCNR-ALB_Publications/200708-00_IEEEControlSys-ArchofComplex/200708-00_IEEEControlSys-ArchofComplex.pdf) - From network theory to complexity theory (_IEEE Control Systems Magazine_, 2007). -- [Basic Notions for the Analysis of Large Two-mode Networks](http://www.sciencedirect.com/science/article/pii/S0378873307000494) ([preprint](https://www-complexnetworks.lip6.fr/~latapy/Publis/socnet07.pdf), [related code](https://www-complexnetworks.lip6.fr/~latapy/Bip/); _Social Networks_, 2008). -- [Brokerage](http://www.annualreviews.org/doi/abs/10.1146/annurev-soc-081309-150054) (_Annual Review of Sociology_, 2012). -- [Biological Networks](http://algo.uni-konstanz.de/publications/bbs-bn-13.pdf) (_Handbook of Graph Drawing and Visualization_, 2013). -- [Birds of a Feather: Homophily in Social Networks](http://www.annualreviews.org/doi/abs/10.1146/annurev.soc.27.1.415) (_Annual Review of Sociology_, 2001). -- [Complex Systems and Networks](http://science.sciencemag.org/content/325/5939) (special issue of _Science_, 2009). -- [The Convergence of Social and Technological Networks](https://www.cs.cornell.edu/home/kleinber/cacm08.pdf) (_Communications of the ACM_, 2008). +### Archeological and Historical Networks + +1. [Analyser les réseaux du passé en archéologie et en histoire](http://nda.revues.org/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](http://halshs.archives-ouvertes.fr/halshs-00521527); _Österreichische Zeitschrift für Geschichtswissenschaften_, 2012). - [Graph Theory and Networks in Biology](http://dx.doi.org/10.1049/iet-syb:20060038) ([preprint](http://arxiv.org/abs/q-bio/0604006); _IET Systems Biology_, 2007). -- [Graphical Techniques for Exploring Social Network Data](http://moreno.ss.uci.edu/87.pdf) (_Models and Methods in Social Network Analysis_, 2005). -- [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). -- [Interactome Networks and Human Disease](http://www.barabasilab.com/pubs/CCNR-ALB_Publications/201103-18_CellRev-InteractomeHumDis/201103-18_CellRev-InteractomeHumDis.pdf) (_Cell_, 2011). -- [Methods of Social Network Visualization](http://moreno.ss.uci.edu/90.pdf) (_Encyclopedia of Complexity and Systems Science_, 2009). -- [Mixed-Method Approaches to Social Network Analysis](http://eprints.ncrm.ac.uk/842/) (ESRC NCRM Discussion Paper, 2010). +- [Networks and History](http://onlinelibrary.wiley.com/doi/10.1002/cplx.10054/abstract) (_Complexity_, 2002). +- [Networks of Power in Archaeology](http://www.annualreviews.org/doi/abs/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.springer.com/de/book/9783531176604), in German ([preprint](https://www.academia.edu/449150/Netzwerkanalyse_in_den_Geschichtswissenschaften._Historische_Netzwerkanalyse_als_Methode_f%C3%BCr_die_Erforschung_von_historischen_Prozessen); _Prozesse. Formen, Dynamiken, Erklärungen_, 2015). -- [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 in the Social Sciences](http://science.sciencemag.org/content/323/5916/892) (_Science_, 2009). +- [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_Review_from_Cambridge_29_1_) (_Archaeological Review from Cambridge_, 2014). +- [Thinking Through Networks: A Review of Formal Network Methods in Archaeology](http://link.springer.com/article/10.1007/s10816-012-9133-8) (_Journal of Archaeological Method and Theory_, 2013). + +### Biological, Ecological and Disease Networks + +1. [Biological Networks](http://algo.uni-konstanz.de/publications/bbs-bn-13.pdf) (_Handbook of Graph Drawing and Visualization_, 2013). +- [Interactome Networks and Human Disease](http://www.barabasilab.com/pubs/CCNR-ALB_Publications/201103-18_CellRev-InteractomeHumDis/201103-18_CellRev-InteractomeHumDis.pdf) (_Cell_, 2011). - [Network Biology: Understanding the Cell's Functional Organization](http://www.barabasilab.com/pubs/CCNR-ALB_Publications/200402-00_NatureRevGen-NetworkBiology/200402-00_NatureRevGen-NetworkBiology.pdf) - Accessible introduction to (cellular) network analysis (_Nature Reviews Genetics_, 2004). - [Network Medicine: A Network-based Approach to Human Disease](http://www.barabasilab.com/pubs/CCNR-ALB_Publications/201012-18_NatureRev-NetMedicine/201012-18_NatureRev-NetMedicine.pdf) (_Nature Review Genetics_, 2011). -- [Networks and History](http://onlinelibrary.wiley.com/doi/10.1002/cplx.10054/abstract) (_Complexity_, 2002). -- [Networks in the Understanding of Economic Behaviors](https://www.aeaweb.org/articles?id=10.1257/jep.28.4.3) (_Journal of Economic Perspectives_, 2014). -- [Social Network Algorithms and Software](http://www.sciencedirect.com/science/article/pii/B9780080970868431211) (_International Encyclopedia of Social and Behavioral Sciences_, 2015). -- [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](http://moreno.ss.uci.edu/93.pdf) (_Handbook of Graph Drawing and Visualization_, 2013). + +### Complex Networks + +1. [The Architecture of Complexity](http://www.barabasilab.com/pubs/CCNR-ALB_Publications/200708-00_IEEEControlSys-ArchofComplex/200708-00_IEEEControlSys-ArchofComplex.pdf) - From network theory to complexity theory (_IEEE Control Systems Magazine_, 2007). +- [Complex Systems and Networks](http://science.sciencemag.org/content/325/5939) (special issue of _Science_, 2009). - [Statistical Mechanics of Complex Networks](http://www.barabasilab.com/pubs/CCNR-ALB_Publications/200201-30_RevModernPhys-StatisticalMech/200201-30_RevModernPhys-StatisticalMech.pdf) (_Reviews of Modern Physics_, 2002). -- [Statistical Models for Social Networks](http://www.annualreviews.org/doi/abs/10.1146/annurev.soc.012809.102709) (_Annual Review of Sociology_, 2011). - [The Structure and Function of Complex Networks](http://epubs.siam.org/doi/abs/10.1137/S003614450342480) (_SIAM Review_, 2003). + +### Network Modeling + +1. [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). - [A Unified View of Generative Models for Networks: Models, Methods, Opportunities, and Challenges](http://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](https://410f84824e101297359cc81c78f45c7c079eb26c.googledrive.com/host/0Bz6WHrWac3FrWnA5MjZqb3lWa2c/)”). +### Network Visualization + +1. [Graphical Techniques for Exploring Social Network Data](http://moreno.ss.uci.edu/87.pdf) (_Models and Methods in Social Network Analysis_, 2005). +- [Methods of Social Network Visualization](http://moreno.ss.uci.edu/90.pdf) (_Encyclopedia of Complexity and Systems Science_, 2009; [poster version](http://www.pfeffer.at/data/visposter/)). +- [Social Networks](http://moreno.ss.uci.edu/93.pdf) (_Handbook of Graph Drawing and Visualization_, 2013). + +### Economic, Political and Social Networks + +1. [Brokerage](http://www.annualreviews.org/doi/abs/10.1146/annurev-soc-081309-150054) (_Annual Review of Sociology_, 2012). +- [Birds of a Feather: Homophily in Social Networks](http://www.annualreviews.org/doi/abs/10.1146/annurev.soc.27.1.415) (_Annual Review of Sociology_, 2001). +- [The Convergence of Social and Technological Networks](https://www.cs.cornell.edu/home/kleinber/cacm08.pdf) (_Communications of the ACM_, 2008). +- [Mixed-Method Approaches to Social Network Analysis](http://eprints.ncrm.ac.uk/842/) (ESRC NCRM Discussion Paper, 2010). +- [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 in the Social Sciences](http://science.sciencemag.org/content/323/5916/892) (_Science_, 2009). +- [Networks in the Understanding of Economic Behaviors](https://www.aeaweb.org/articles?id=10.1257/jep.28.4.3) (_Journal of Economic Perspectives_, 2014). +- [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). +- [Statistical Models for Social Networks](http://www.annualreviews.org/doi/abs/10.1146/annurev.soc.012809.102709) (_Annual Review of Sociology_, 2011). + ## Software -> Several links in this section come from the [NetWiki Shared Code](http://netwiki.amath.unc.edu/SharedCode/SharedCode) page 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. Software-centric tutorials are listed below their program of choice: other tutorials are listed [in the next section](#tutorials). -> 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/). -> Also note that the Wikipedia English entry on [Social Network Analysis Software](https://en.wikipedia.org/wiki/Social_network_analysis_software) links to many commercial that are often very expensive, outdated, and far from being awesome by any reasonable standard. +> Several links in this section come from the [NetWiki Shared Code](http://netwiki.amath.unc.edu/SharedCode/SharedCode) page 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](http://www.sciencedirect.com/science/article/pii/B9780080970868431211) 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). 1. [ArcGIS Network Analyst](http://www.esri.com/software/arcgis/extensions/networkanalyst) - Network-based spatial analysis software for solving complex routing problems. - [Cytoscape](http://www.cytoscape.org/) - Cross-platform Java program to build, analyze and visualize networks. Also a JavaScript library. - [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. - [Gephi](https://gephi.github.io/) - Cross-platform, free and open source tool for network visualization. + - [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). - [GLEAMviz Simulator](http://www.gleamviz.org/) - Cross-platform tool intended for the prediction of human epidemics. - [Graphviz](http://www.graphviz.org/) - Cross-platform software to draw graphs in the DOT graph drawing language. @@ -300,8 +328,9 @@ Inspired by [Awesome Deep Learning](https://github.com/ChristosChristofidis/awes - [The NodeXL Series](https://blogs.k-state.edu/it-news/tag/nodexl/) - Series of blog posts on using NodeXL (2013). - [ORA-LITE](http://www.casos.cs.cmu.edu/projects/ora/) - Windows program for dynamic meta-network assessment and analysis. - [Pajek](http://vlado.fmf.uni-lj.si/pub/networks/pajek/) - Windows program for large network analysis, free for noncommercial use. - - [Analyse des réseaux : une introduction à Pajek](http://quanti.hypotheses.org/512/), in French (2011). + - [Analyse des réseaux : une introduction à Pajek](http://quanti.hypotheses.org/512/), in French (2011). - [La détection de communautés avec Pajek 3.6](http://groupefmr.hypotheses.org/544), in French (2012). + - [txt2pajek: Creating Pajek Files from Text Files](http://www.pfeffer.at/txt2pajek/index.php). - [P.I.G.A.L.E. - Public Implementation of a Graph Algorithm Library and Editor](http://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. - [Radatools](http://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. @@ -373,6 +402,7 @@ Inspired by [Awesome Deep Learning](https://github.com/ChristosChristofidis/awes - [graphviz](https://pypi.python.org/pypi/graphviz) - Python renderer for the DOT graph drawing language. - [linkpred](https://github.com/rafguns/linkpred) - Assess the likelihood of potential links in a future snapshot of a network. - [networkx](http://networkx.github.io/) - Python package for the creation, manipulation, and study of the structure, dynamics, and functions of complex networks. + - [Implementing an ERGM From Scratch in Python](http://davidmasad.com/blog/ergms-from-scratch/), using networkx and numpy (2014). - [python-igraph](http://igraph.org/python/) - Python version of the igraph network analysis package. ### R @@ -450,13 +480,10 @@ Inspired by [Awesome Deep Learning](https://github.com/ChristosChristofidis/awes ## Tutorials -> Tutorials that are not focused on a single specific software program. +> Tutorials that are not focused on a single specific software package or program. 1. [Basic and Advanced Network Visualization with Gephi and R](http://kateto.net/sunbelt2016) (2016). -- [Implementing an ERGM From Scratch in Python](http://davidmasad.com/blog/ergms-from-scratch/) (2014). -- [L'analyse des graphes bipartis](https://halshs.archives-ouvertes.fr/FMR/halshs-00794976), in French (2013). - [Static and Dynamic Network Visualization with R](http://kateto.net/network-visualization) - Covers the igraph, network, networkD3 and ndtv packages (2015). -- [Working with Bipartite/Affiliation Network Data in R](https://solomonmessing.wordpress.com/2012/09/30/working-with-bipartiteaffiliation-network-data-in-r/) (2012). ## Varia @@ -467,6 +494,7 @@ Inspired by [Awesome Deep Learning](https://github.com/ChristosChristofidis/awes - [Cheat Sheet: Social Network Analysis for Humanists](https://cvcedhlab.hypotheses.org/106). - [David Knoke on Network Analysis](https://thesocietypages.org/methods/2015/01/30/david-knoke-on-network-analysis/) - A 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). +- [Historical Network Research Bibliography](http://historicalnetworkresearch.org/resources/bibliography/) - As it says on the box. - [Linton C. Freeman's publications](http://moreno.ss.uci.edu/pubs.html), spanning from 1955 to today. - [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). @@ -487,7 +515,8 @@ Inspired by [Awesome Deep Learning](https://github.com/ChristosChristofidis/awes > Series of blog posts on network topics. > For more blog posts on manipulating networks with R, try searching for [‘networks’](http://www.r-bloggers.com/?s=networks) or [‘social network analysis’](http://www.r-bloggers.com/?s=social+network+analysis) on the [R-Bloggers](http://www.r-bloggers.com/) R blogs aggregator. -1. [Blog Posts About Networks by Aaron Clauset](https://www.cs.unm.edu/~aaron/blog/archives/networks/index.htm). +1. [Blog Posts About Network Analysis by Martin Grandjean](http://www.martingrandjean.ch/tag/analyse-de-reseau/), in English and French (mostly network visualizations; also try the ‘[social networks](http://www.martingrandjean.ch/tag/reseaux-sociaux/)’ tag). +- [Blog Posts About Networks by Aaron Clauset](https://www.cs.unm.edu/~aaron/blog/archives/networks/index.htm). - [Blog Posts About Networks by Baptiste Coulmont](http://coulmont.com/index.php?s=r%C3%A9seaux), in French. - [Blog Posts About Networks by Cosma Shalizi](http://bactra.org/weblog/cat_networks.html). - [Blog Posts About Networks by François Briatte](http://politbistro.hypotheses.org/tag/reseaux), in French. @@ -531,7 +560,8 @@ Inspired by [Awesome Deep Learning](https://github.com/ChristosChristofidis/awes - [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). - [Network Analysis of Shakespeare's _Macbeth_](https://mboudour.github.io/2015/10/28/Shakespeare's-Macbeth-Network.html) (using Python). - [The Network and Trajectories of Transitions among Sentential Co-Occurrences of Characters of Arthur Conan Doyle's _A Study in Scarlet_](https://mboudour.github.io/2016/04/17/Arthur-Conan-Doyle's-A-Study-in-Scarlet-Network-&-Trajectories.html) (using Python; [code](https://github.com/mboudour/WordNets/blob/master/ArthurConanDoyle_AStudyInScarlet_Network%26Trajectories.ipynb)). -- [_Star Wars_ Social Networks: The Force Awakens](http://evelinag.com/blog/2016/01-25-social-network-force-awakens/index.html) - Example of a social network analysis written in F#. +- [Network Visualization: Mapping Shakespeare's Tragedies](http://www.martingrandjean.ch/network-visualization-shakespeare/). +- [_Star Wars_ Social Networks: The Force Awakens](http://evelinag.com/blog/2016/01-25-social-network-force-awakens/index.html) - Also an example of a social network analysis written in F#. ### Network Science @@ -559,6 +589,14 @@ Inspired by [Awesome Deep Learning](https://github.com/ChristosChristofidis/awes - [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 Separation](https://en.wikipedia.org/wiki/Six_degrees_of_separation) - Wikipedia English entry. +### Two-Mode Networks + +> A.k.a. bipartite graphs. + +1. [Basic Notions for the Analysis of Large Two-mode Networks](http://www.sciencedirect.com/science/article/pii/S0378873307000494) ([preprint](https://www-complexnetworks.lip6.fr/~latapy/Publis/socnet07.pdf), [related code](https://www-complexnetworks.lip6.fr/~latapy/Bip/); _Social Networks_, 2008). +- [L'analyse des graphes bipartis](https://halshs.archives-ouvertes.fr/FMR/halshs-00794976), in French (2013). +- [Working with Bipartite/Affiliation Network Data in R](https://solomonmessing.wordpress.com/2012/09/30/working-with-bipartiteaffiliation-network-data-in-r/) (2012). + * * * ## License