briatte / awesome-network-analysis

# Awesome Network Analysis 
An awesome list of resources to construct, analyze and visualize network data.
Inspired by Awesome Deep Learning, Awesome Math and others. Started in 2016, and irregularly updated since then.
> Network of U.S. political blogs by Adamic and Glance (2004) (preprint).
## Contents
- __Books__
 - Classics
 - Dissemination
 - General Overviews
 - Graph Theory
 - Method-specific
 - Software-specific
 - Topic-specific
- __Conferences__
- __Courses__
- __Datasets__
- __Journals__
- __Professional groups__
 - Research Groups (USA)
 - Research Groups (Other)
- __Review Articles__
 - Archeological and Historical Networks
 - Bibliographic, Citation and Semantic Networks
 - Biological, Ecological and Disease Networks
 - Complex Networks
 - Ethics of Network Analysis
 - Network Modeling
 - Network Visualization
 - Social, Economic and Political Networks
- __Selected Papers__
- __Software__
 - Algorithms
 - C / C++
 - Java 
 - JavaScript
 - Julia
 - MATLAB
 - Python
 - R
 - Stata
 - Syntaxes
 - Tutorials
- __Varia__
 - Blog Series
 - Fictional Networks
 - Network Science
 - Small Worlds
 - Two-Mode Networks
- __Contributing Guidelines__
- __License__
## Books
### Classics
- _A Novitiate in a Period of Change: An Experimental and Case Study of Social Relationships_, by Samuel F. Sampson (unpublished PhD dissertation, 1968).
- _Social Network Analysis_, by John Scott (2017).
- _Social Network Analysis. Methods and Applications_, by Stanley Wasserman and Katherine Faust (1994).
- _The Structure and Dynamics of Networks_, edited by Mark E.J. Newman, Albert-László Barabási and Duncan J. Watts - 600 pages of classic network analysis articles (2006).
### Dissemination
> Accessible introductions aimed at non-technical audiences.
- _Connected: The Surprising Power of Our Social Networks and How They Shape Our Lives_, by Nicholas A. Christakis and James H. Fowler (2009).
- _Linked: The New Science of Networks_, by Albert-László Barabási (2002).
- _Network Literacy: Essential Concepts and Core ideas_, by the NetSciEd team (c. 2016) - Available in several languages (paper).
- _Nexus. Small Worlds and the Groundbreaking Theory of Networks_, by Mark Buchanan (2003).
- _Six Degrees: The Science of a Connected Age_, by Duncan J. Watts (2003).
### General Overviews
- _L'analyse de réseau en sciences sociales. Petit guide pratique_, by Laurent Beauguitte, in French (2023). Readable online.
- _The Atlas for the Aspiring Network Scientist_, by Michele Coscia (2021).
- _Encyclopedia of Social Networks_, 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_, edited by Reda Alhajj and Jon Rokne (2014).
- _A First Course in Network Science_, by Filippo Menczer, Santo Fortunato, and Clayton A. Davis - Tutorials, datasets and other resouces on GitHub (2020).
- _Network Science_, by Albert-László Barabási - Full book onl