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Literature

Books⚓︎

  • ”Networks, Crowds, and Markets: Reasoning About a Highly Connected World”. David Easley and John Kleinberg, Cambridge University Press 2010.
  • ”Social Network Analysis. Methods and Applications”. Stanley Wasserman and Katherine Faust, Cambridge University Press, 1994
  • ”Networks: An Introduction”. Mark Newman. Oxford University Press, 2010.
  • Graph Embeddings for Social Network Analysis: State of the Art. Paul Compagnon, Kilian Ollivier, 2019
  • Advances in Network Clustering and Blockmodeling. Patrick Doreian, Vladimir Batagelj, Anǔska Ferligoj, 2020
  • Python for Graph and Network Analysis. Mohammed Zuhair Al-Taie, Seifedine Kadry, 2017
  • Statistical mechanics of complex networks, R. Albert and A-L. Barabasi, Rev. Mod. Phys. 74, 47, 2002
  • The Structure and Function of Complex Networks, M. E. J. Newman, SIAM Review, 45, pp 167-256, 2003
  • Complex networks: Structure and dynamics, S. Boccaletti et al., Physics Reports, Volume 424, Issue 4-5, p. 175-308, 2006

Scraping⚓︎

Social Network Analysis⚓︎

Conferences (computer science)⚓︎

NB! Graph-based Deep Learning Literature Reports Recent CS conference publications

  • Association for the Advancement of Artificial Intelligence (AAAI)
  • Conference on Neural Information Processing Systems (NeurIPS)
  • International Conference on Machine Learning (ICML)
  • International Conference on Learning Representations (ICLR)
  • Knowledge Discovery and Data Mining (KDD)
  • International Conference on Data Mining (ICDM)
  • Web Search and Data Mining (WSDM)
  • International World Wide Web Conference (WWW)

Conferences (misc)⚓︎

Journals⚓︎

Russian conferences⚓︎

  • International Conference on Analysis of Images, Social Networks and Texts (AIST)
  • International Conference on Network Analysis (NET)
  • Networks in the Global World (NetGloW)

Most important articles⚓︎

  • Graph Attention Networks [pdf]