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Main_Complex_Networks

A very nice resources collection on networks

briatte/awesome-network-analysis: A curated list of awesome network analysis resources.

Problems

人口扩散网络的结构对传染病空间传播的影响

Experts in this area

靳帧老师

公众号：集智俱乐部

Ginestra Bianconi

Reviews in this area

陈关荣：探讨复杂网络的高阶拓扑及其应用

Books

[1]靳帧, 孙桂全, 刘茂省. 网络传染病动力学建模与分析[M]. 科学出版社, 2014.

[2]Newman M. Networks[M]. Oxford university press, 2018.

[3][Higher-Order Networks](https://www.cambridge.org/core/elements/higherorder-networks/26EE7ED4ECB114B2E231987C22759CDF)

Open Source Software

  • Epidemics on Networks (EoN): http://epidemicsonnetworks.readthedocs.io/en/latest/ A Python module consisting of over 100 user-functions I wrote for efficient simulation of epidemics on networks and efficient numerical solution of related ODE models. In use in at least 7 universities in Europe & North America.
  • Invasion PGF: https://github.com/joelmiller/Invasion PGF A Python module I wrote for applying Probability Generating Functions to biological problems in invasive processes (in particular disease spread). Provided along with a 60 page tutorial on the topic.
  • Networkx: networkx.github.io Contributed algorithm for generating Chung-Lu networks in O(N) time based on my 2011 Workshop on Algorithms and Models for the Web Graph paper with Aric Hagberg. The previous best algorithm is O(N2). Contributed algorithm for generating random clustered networks based on my 2009 Physical Review E paper. Contributed numerous improvements of speed/memory efficiency for other algorithms, including global efficiency, configuration model, double edge swap, is connected Second highest rated expert on stackoverflow for Networkx. Refereed Publications (most available at http://scholar.harvard.edu/

References

2020:

Antelmi A, Cordasco G, Kamiński B, et al. Analyzing, exploring, and visualizing complex networks via hypergraphs using SimpleHypergraphs. jl[J]. arXiv preprint arXiv:2002.04654, 2020.

Blogs

Others Resources