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https://github.com/team-sakata/awesome-NetworkScience

A curated list of awesome resources for research about network science. it includes lot of useful libraries and on-going conferences.
https://github.com/team-sakata/awesome-NetworkScience

List: awesome-NetworkScience

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A curated list of awesome resources for research about network science. it includes lot of useful libraries and on-going conferences.

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# awesome-NetworkScience

A curated list of awesome resources for research about **network science**. it includes lot of useful libraries and on-going conferences.



## Conferences, Journals

- [netSci](https://netscix2024.netscisociety.org/) - International School and Conference on Network Science

- [Complex Networks](http://www.complexnetworks.org/)

- [Applied Network Science](https://appliednetsci.springeropen.com/) - an open-access and strictly peer-reviewed journal giving researchers and practitioners in the field the ability to reach a larger audience.

- [Advances in Complex Systems](https://www.worldscientific.com/toc/acs/24/02) -

- [Complex Systems](https://www.complex-systems.com/about/) -Complex Systems was founded by Stephen Wolfram in 1987 as part of his work in launching the field of complex systems research.

- [PLOS One](https://journals.plos.org/plosone/) - An inclusive journal community working together to advance science by making all rigorous research accessible without barriers

- [Social Network Analysis and Mining](https://www.springer.com/journal/13278/) - multidisciplinary journal. computer science, network science, social sciences, mathematical sciences, medical and biological sciences, financial, management and political sciences



## Programmes and Events

- [ネットワーク科学研究会](https://www.network-science-seminar.com/top)

- [ネットワーク生態学研究会](https://www.neteco.jp/%E3%83%9B%E3%83%BC%E3%83%A0)

- [Networks in Science of Science](https://netscisci.github.io/)



## Datasets

- 



## Libraries, Softwares

- [Accelerating network layouts using graph neural networks](https://www.nature.com/articles/s41467-023-37189-2)

- [Seeing Complexity](https://seeingcomplexity.wordpress.com/2011/02/05/hierarchical-edge-bundles/)

- seaborn

- [OpenNE](https://github.com/thunlp/OpenNE) - An open source toolkit for Network Embedding

- [dgl](https://github.com/dmlc/dgl) - Python package built to ease deep learning on graph, on top of existing DL frameworks.

- [largevis]

- [gephi]

- [hellios web](https://github.com/filipinascimento/helios-web) -A web-based framework to visualize dynamic networks in real-time.



## Books, Slides and Review papers

- [NetworkScience](http://networksciencebook.com/) by A.L.Barabasi [[Reading](https://github.com/team-sakata/Readings-Barabasi-networkscience)]

- [Reciprocity of weighted networks](https://www.nature.com/articles/srep02729)

- [Hierarchy Measure for Complex Networks](https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0033799)

- [A network approach to topic models](https://www.science.org/doi/10.1126/sciadv.aaq1360#:~:text=Topic%20models%20are%20one%20popular,of%20a%20collection%20of%20documents.&text=We%20obtain%20a%20fresh%20view,finding%20communities%20in%20complex%20networks)



### hierachy

- [Automated social hierarchy detection through email network analysis](https://dl.acm.org/doi/10.1145/1348549.1348562)

- [Universal hierarchical behavior of citation networks](https://iopscience.iop.org/article/10.1088/1742-5468/2014/05/P05023)



### reciprocity

- [Who will cite you back? Reciprocal link prediction in citation networks](https://www.emerald.com/insight/content/doi/10.1108/LHT-02-2017-0044/full/html)

- [Exploring all-author tripartite citation networks: A case study of gene editing](https://www.sciencedirect.com/science/article/abs/pii/S175115771830244X)

- [Reciprocity and impact in academic careers](https://epjdatascience.springeropen.com/articles/10.1140/epjds/s13688-019-0199-3)



### flow

- [Large-Scale Talent Flow Embedding for Company Competitive Analysis](https://dl.acm.org/doi/fullHtml/10.1145/3366423.3380299)

- [Virtual Node Graph Neural Network for Full Phonon Prediction](https://arxiv.org/abs/2301.02197)

- [Panoramic Mapping of Phonon Transport from Ultrafast Electron Diffraction and Scientific Machine Learning

](https://onlinelibrary.wiley.com/doi/10.1002/adma.202206997)

- [Direct Prediction of Phonon Density of States With Euclidean Neural Networks](https://onlinelibrary.wiley.com/doi/10.1002/advs.202004214)

- [Human information processing in complex networks](https://arxiv.org/abs/1906.00926)

- [Discovering Interdisciplinarily Spread Knowledge in the Academic Literature](https://ieeexplore.ieee.org/abstract/document/9528418)

- [A universal model for mobility and migration patterns](https://www.nature.com/articles/nature10856)



### cluster

- [Democratic classification of free-format survey responses with a network-based framework](https://www.nature.com/articles/s42256-019-0071-y)

- [Modeling Users' Activity on Twitter Networks: Validation of Dunbar's Number](https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0022656) 



## Researchers

- [Luís A. Nunes Amaral](https://amaral.northwestern.edu/people/amaral/) Northwestern University USA - 

- [Manuel Cebrian](https://scholar.google.ca/citations?user=ZkBTPkUAAAAJ&hl=en) Max Planck Institute for Human Development Germany - Computational Social ScienceNetwork ScienceCrowdsourcing

- [Shlomo Havlin](https://havlin.ph.biu.ac.il/) Bar-Ilan University in Israel - 

- [Giulia Iori](https://www.city.ac.uk/about/people/academics/giulia-iori) City, University of London UK

- [Melanie Mitchell](https://melaniemitchell.me/) Santa Fe Institute USA

- [Ricard Solé](http://complex.upf.edu/ricard-sol%C3%A9) Universitat Pompeu Fabra Spain



## misc

・バラバシラボの論文　2015年以降

http://barabasi.com/publications/26/network-medicine



・Stephan Thurnerラボの論文 2015年以降

http://www.complex-systems.meduniwien.ac.at/publications/



・Nature 2017年以降の complex network関連の論文

https://www.nature.com/search?date_range=2017-2018&journal=nature%2Cncomms&order=relevance&q=%22complex%20network%22



・Science 2014年以降の complex network関連の論文

http://search.sciencemag.org/?searchTerm=%22complex%20network%22&order=tfidf&limit=textFields&pageSize=10&startDate=2014-01-01&articleTypes=Research%20and%20reviews&source=sciencemag%7CScience

※少なめ



・netsci 2018の論文

https://docs.wixstatic.com/ugd/07e180_6d2e60849cbf474fa4d9119c89eef369.pdf

トップ会議ですが論文が公表されていない（物理系はいいかげん）ので対象から外します。見つかれば対象としていいです。ちなみに、下のブログを読んでおくと雰囲気がつかめます。

https://medium.com/@lajello/network-wanderings-in-paris-netsci-2018-df331a3fa93e