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⚓︎
- Practical Social Network Analysis with Python
- Advances in Network Clustering and Blockmodeling
- Graph Embeddings for Social Network Analysis
- Python for Graph and 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]