awesome-network-analysis
A curated list of awesome network analysis resources.
https://github.com/eric-erki/awesome-network-analysis
Last synced: 3 days ago
JSON representation
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Varia
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Blog Series
- Social Networks
- Stochastic Block Models
- Social Networks
- Networks Demystified
- TNT: The Network Thinkers - Valdis Krebs’ blog.
- Under Roquentin’s Chestnut Tree - Moses Boudourides’ blog on analyzing (mostly) networks with Python.
- Character Networks
- Network Analysis
- Blog Posts About Networks by Baptiste Coulmont
- Blog Posts About Networks by Cosma R. Shalizi
- Blog Posts About Networks on the Bad Hessian Blog
- Cosma R. Shalizi’s Notebooks - related topics, definitely worth listing in (selective) detail:
- Analysis of Network Data
- Assortative Social Networks and Neutral Cultural Evolution
- Biochemical Network Evolution
- Citations and Citation Networks
- Community Discovery Methods for Complex Networks
- Complex Networks
- Experiments on Social Networks
- Exponential Random Graph Models (ERGMs)
- Graph Sampling Algorithms
- Graph Theory
- Homophily and Influence in Social Networks
- Inferring Networks from Non-Network Data
- Joint Modeling of Texts and Networks
- Network Comparison
- Networks of Political Actors
- Relational Learning
- Social Contagion, Information Cascades, Diffusion of Innovations, Etc.
- Social Networks
- Stochastic Block Models
- Network Analysis
- TNT: The Network Thinkers - Valdis Krebs’ blog.
- Blog Posts About Networks by Pierre Mercklé
- R-Bloggers
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Fictional Networks
- Analyzing Networks of Characters in _Love Actually_ - 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_
- Events in the _Game of Thrones_ - Networked chronologies of character alliances, kills and travels in the book series, drawn with d3.js.
- Lessons on Exponential Random Graph Modeling from _Grey’s Anatomy_ hook-ups
- Network Analysis of Shakespeare’s _Macbeth_
- The Network and Trajectories of Transitions among Sentential Co-Occurrences of Characters of Arthur Conan Doyle’s _A Study in Scarlet_
- Social Network Analysis of _Alice in Wonderland_
- _Star Wars_ Social Networks: The Force Awakens - Also an example of a social network analysis written in F#.
- Universal Properties of Mythological Networks
- Analyzing Networks of Characters in _Love Actually_ - Features a cluster analysis and a [Shiny app](https://dgrtwo.shinyapps.io/love-actually-network/) (using R + Shiny).
- Lessons on Exponential Random Graph Modeling from _Grey’s Anatomy_ hook-ups
- Network Visualization: Mapping Shakespeare’s Tragedies
- Social Network Analysis of _Alice in Wonderland_
- _Star Wars_ Social Networks: The Force Awakens - Also an example of a social network analysis written in F#.
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Network Science
- Editing a Normal Science Journal in Social Science - Reflections on the _Social Networks_ journal by its founding editor.
- The Emergence of Network Science - Video documentary, featuring Steven H. Strogatz and many others.
- The Invasion of the Physicists - How “network _science_” came up.
- The ‘New’ Science of Networks - Review of network science books published in 2002-2003.
- Predicting Highly Cited Papers - Prediction of the next highly cited papers in network science.
- Three Hard Questions about Network Science
- A Twenty-First Century Science - Essay by Duncan J. Watts.
- Social Network and Network Science Co-Citations Across Disciplines in 1996-2013
- The Invasion of the Physicists - How “network _science_” came up.
- Albert-László Barabási’s review articles
- Taming Complexity
- The Network Takeover
- Isolated Social Networkers - 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.
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Small Worlds
- Stanley Milgram’s small-world experiment
- How Small is the World, Really? - Discussion of “_x_ degrees of separation” small-world experiments.
- The Oracle of Bacon - 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 - Video of a conference at Cornell University, featuring Duncan J. Watts, Steven H. Strogatz, Jon Kleinberg and other speakers.
- Patterns in the Ivy: The Small World of Metal - Example of a two-mode network analysis based on metal artists and bands.
- Six Degrees of Francis Bacon - Interactive visualization of a well-documented early modern historical network.
- Six Degrees of Separation - Wikipedia English entry.
- Patterns in the Ivy: The Small World of Metal - Example of a two-mode network analysis based on metal artists and bands.
- Six Degrees of Francis Bacon - Interactive visualization of a well-documented early modern historical network.
- The Erdös Number Project - Research project on the collaborative ties and network distance between mathematicians.
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Tutorials
- Cheat Sheet: Social Network Analysis for Humanists - Basic notions to remember when assembling and manipulating network data.
- Convert Between Graph Formats - Online service to convert from/to many different common graph formats.
- David Knoke on Network Analysis - 20-minute interview that discusses the uses and benefits of network analysis, drawing upon Knoke’s research on terrorist networks.
- Glossary of Terms for Statistical Network Models
- Linton C. Freeman’s Social Network Research Publications
- Mapping the Republic of Letters - Research project on early-modern scholarship ([underlying software](http://www.densitydesign.org/research/knot/)).
- Modeling Complex Social Networks: Challenges and Opportunities for Statistical Learning and Inference - Video of a seminar talk by Jennifer Neville at Purdue University (2011).
- NetSciEd - Network Science in Education - International initiative aimed at improving network literacy.
- Network Fact - Twitter account on networks, graph theory, and related topics.
- Network Map of Knowledge and Art - DBPedia-derived networks of who-was-influenced-by-whom directed ties, using SPARQL and Gephi.
- Network Science - A thematic list of Twitter accounts, curated by [Katherine Ognyanova](https://twitter.com/Ognyanova).
- Network Science PhDs - Twitter account. Goal: “broadcast research, opportunities, and insights among grad students studying #networkscience.”
- The Networks Network - Mailing-list (mostly historians from the HNR network).
- New Perspectives for Relational Learning - Videos (and more) from a workshop at the Banff International Research Station (BIRS) (2015).
- Periodic Table of Network Centrality - Interactive periodic table of centrality indices.
- Picking Sides - Community detection in the political network of Middle Eastern alliances between various state and nonstate powers ([updated version](https://gist.github.com/briatte/c6df2f855afb4eb142e6)).
- Plan interactif du métro - Interactive visualization of the Paris metro network, drawn with d3.js, in French.
- (Psychological) Network Analysis Workshops - 3-day workshop on psychological network analysis using R.
- Should I do Social Network Analysis?
- SNA-DE Mailing-List
- Using Metadata to Find Paul Revere - Network analysis applied to American revolutionaries.
- Visual Complexity. An Exploration on Mapping Complex Networks - Tons of beautiful network and tree visualizations ([book](http://www.visualcomplexity.com/vc/book/), also in Chinese and French).
- Visualizing Historical Networks - Historical network research projects at Harvard University.
- Angoulême in 1764
- Economists in Cambridge
- The Inner Life of Empires: An Eighteenth Century History
- Centrality Measures as a Signature of Roles in Rousseau’s _Les Confessions_ - Analysis of a real-world character network.
- Awesome graph classification - Comprehensive list of graph embedding papers with title, authors, link to the paper and reference implementation.
- Awesome community detection - Comprehensive list of community detection papers with title, authors, link to the paper and reference implementation.
- Computer Technologies for the Historical Research of Intellectual Networks - Series of videos by historians, featuring Marten Düring and Scott Weingart.
- Convert Between Graph Formats - Online service to convert from/to many different common graph formats.
- Mapping the Republic of Letters - Research project on early-modern scholarship ([underlying software](http://www.densitydesign.org/research/knot/)).
- Mixed-Method Approaches to Social Network Analysis - Videos of a conference at the Middlesex University School of Law (2014).
- New Perspectives for Relational Learning - Videos (and more) from a workshop at the Banff International Research Station (BIRS) (2015).
- Periodic Table of Network Centrality - Interactive periodic table of centrality indices.
- Visual Complexity. An Exploration on Mapping Complex Networks - Tons of beautiful network and tree visualizations ([book](http://www.visualcomplexity.com/vc/book/), also in Chinese and French).
- The Small World of Psychopathology - Paper on how psychiatric symptoms connec to each other ([code, data and graphs](https://sites.google.com/site/dsmgraphs/Home/files)).
- SPARQL for R Tutorial - Hollywood Social Network Analysis - Also uses Gephi.
- Centrality Measures as a Signature of Roles in Rousseau’s _Les Confessions_ - Analysis of a real-world character network.
- Network Science PhDs - Twitter account. Goal: “broadcast research, opportunities, and insights among grad students studying #networkscience.”
- +100 herramientas para el análisis de redes sociales - Long list of diverse applications of network analysis, with shorts descriptions in Spanish.
- Computer Technologies for the Historical Research of Intellectual Networks - Series of videos by historians, featuring Marten Düring and Scott Weingart.
- Mixed-Method Approaches to Social Network Analysis - Videos of a conference at the Middlesex University School of Law (2014).
- Network Fact - Twitter account on networks, graph theory, and related topics.
- Network Science - A thematic list of Twitter accounts, curated by [Katherine Ognyanova](https://twitter.com/Ognyanova).
- Social Network Analysis in DBpedia - Highly didactic Master’s dissertation, showing how to use SPARQL and Pajek.
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Two-Mode Networks
- L’analyse des graphes bipartis
- Basic Notions for the Analysis of Large Two-mode Networks - complexnetworks.lip6.fr/~latapy/Publis/socnet07.pdf), [related code](https://www-complexnetworks.lip6.fr/~latapy/Bip/); _Social Networks_, 2008).
- Fitting Large Signed Two-mode Blockmodels: Problems and Prospects
- Generalized Blockmodeling of Two-mode Network Data - lj.si/pub/networks/doc/preprint/TwoMode.pdf)).
- Generalized Two-Mode Cores
- Partitioning Signed Two-Mode Networks
- Working with Bipartite/Affiliation Network Data in R
- Fitting Large Signed Two-mode Blockmodels: Problems and Prospects
- Partitioning Signed Two-Mode Networks
- Basic Notions for the Analysis of Large Two-mode Networks - complexnetworks.lip6.fr/~latapy/Publis/socnet07.pdf), [related code](https://www-complexnetworks.lip6.fr/~latapy/Bip/); _Social Networks_, 2008).
- Generalized Blockmodeling of Two-mode Network Data - lj.si/pub/networks/doc/preprint/TwoMode.pdf)).
- Generalized Two-Mode Cores
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Programming Languages
Categories
Sub Categories
Topic-specific
185
Social, Economic and Political Networks
122
Research Groups (USA)
88
Bibliographic, Citation and Semantic Networks
58
Blog Series
58
Tutorials
48
R
43
Research Groups (Other)
39
C / C++
36
Julia
20
Python
20
Method-specific
19
Archeological and Historical Networks
18
General Overviews
15
Two-Mode Networks
14
Fictional Networks
14
Software-specific
13
JavaScript
13
Network Science
13
Syntaxes
11
Small Worlds
10
Algorithms
10
Biological, Ecological and Disease Networks
10
Network Modeling
8
Graph Theory
8
Dissemination
7
MATLAB
7
Complex and Multilayer Networks
6
Ethics of Network Analysis
4
Classics
4
Network Visualization
4
Stata
3
Java
2
Keywords
network-analysis
6
network-visualization
3
igraph
3
visualization
3
network-graph
3
graph
3
data-science
3
awesome
3
awesome-list
2
list
2
r
2
graph-theory
2
graph-algorithms
2
python
2
deepwalk
2
networkx
2
webgl
2
node2vec
2
machine-learning
1
graph-kernels
1
matrix-factorization
1
network-clustering
1
network-science
1
social-network
1
graph-kernel
1
unsupervised-learning
1
graph-embedding
1
attention-mechanism
1
graph-convolutional-networks
1
classification-algorithm
1
deep-graph-kernels
1
graph-attention-model
1
graph-attention-networks
1
collections
1
python-frameworks
1
python-libraries
1
python-tools
1
data-analysis
1
rstats
1
dot
1
emscripten
1
graphviz
1
javascript
1
graph-functions
1
property-graph
1
bigclam
1
clustering
1
community-detection
1
deep-learning
1
dimensionality-reduction
1