awesome-computational-social-science

A list of awesome resources for Computational Social Science
https://github.com/gesiscss/awesome-computational-social-science

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Books
Education
- University Course Programs
- Online Courses and Material
  - NLP+CSS 201 Tutorials - Tutorials for advanced natural language processing methods designed for computational social science research.
  - CSC2552 Topics in Computational Social Science: AI, Data, and Society - Seminar course taught by Ashton Anderson at the University of Toronto, Canada.
  - UCCSS: University of California Computational Social Science - Multidisciplinary, multi-perspective, and multi-method guide on how to better understand society and human behavior with modern research tool.
  - CSC2552 Topics in Computational Social Science: AI, Data, and Society - Seminar course taught by Ashton Anderson at the University of Toronto, Canada.
  - SAGE collection of teaching material for Computational Social Science - Large collection of various teaching material for Computational Social Science
  - SICSS Learning Materials - Open source teaching and learning resources for computational social science
  - Toolkit for Digital Methods - A wiki of resources for digital methods in Social Sciences
  - UCCSS: University of California Computational Social Science - Multidisciplinary, multi-perspective, and multi-method guide on how to better understand society and human behavior with modern research tool.
  - Social and Economic Networks: Models and Analysis - Online course on social and economic networks taught by Matthew O. Jackson
  - Toolkit for Digital Methods - A wiki of resources for digital methods in Social Sciences
- Videos and Lectures
- Workshops
Research Groups
- University Course Programs
Selected Papers
- University Course Programs
  - Computational Social Science Methodology, Anyone?
  - When Communication Meets Computation: Opportunities, Challenges, and Pitfalls in Computational Communication Science - Quan Peng (2018)
  - From Factors to Actors: Computational Sociology and Agent-Based Modeling
  - Critical Questions for Big Data
  - Life in the network: the coming age of computational social science
  - A 61-million-person experiment in social influence and political mobilization
  - Manifesto of computational social science - Revilla, G. Deffuant, J. Kertesz, V. Loreto, S. Moat, J. -P. Nadal, A. Sanchez, A. Nowak, A. Flache, M. San Miguel & D. Helbing (2012)
  - When Communication Meets Computation: Opportunities, Challenges, and Pitfalls in Computational Communication Science - Quan Peng (2018)
  - Analytical sociology and computational social science
  - Computation and the Sociological Imagination
  - Machine Learning for Sociology
  - Social data: Biases, methodological pitfalls, and ethical boundaries
  - Computational social science: Obstacles and opportunities - %20Obstacles%20and%20opportunities.pdf?sequence=1))
  - Digital Footprints: Opportunities and Challenges for Online Social Research
  - Sociology in the Era of Big Data: The Ascent of Forensic Social Science
  - Installing computational social science: Facing the challenges of new information and communication technologies in social science
  - Computational Social Science Methodology, Anyone?
  - Computational Social Science and the Study of Political Communication
  - Computational Social Science and Sociology
  - Machine Learning for Social Science: An Agnostic Approach
  - Measuring algorithmically infused societies - Rad (2021)
  - The data revolution in social science needs qualitative research
  - The empiricist’s challenge: Asking meaningful questions in political science in the age of big data
  - Computational Social Science ≠ Computer Science + Social Data
  - Life in the network: the coming age of computational social science
  - The empiricist’s challenge: Asking meaningful questions in political science in the age of big data
  - Computational social science: Obstacles and opportunities - %20Obstacles%20and%20opportunities.pdf?sequence=1))
- Journals for Software Submissions
  - Computational Social Science and Sociology
  - Machine Learning for Social Science: An Agnostic Approach
Conferences
Journals
- Journals for Software Submissions
- University Course Programs
Software
- Tutorials
Relevant Awesome Lists
- Tutorials
  - Awesome Causality
  - Awesome Community Detection
  - Awesome Data Science with Python - python-data-science))
  - Awesome NLP - language-processing))
  - Awesome Notebooks
  - Awesome Open Science
  - Awesome Research Software Registries
  - Awesome Scholarly Data Analysis
  - Awesome Data Science
  - Awesome Deep Learning
  - Awesome Digital Humanities
  - Awesome Jupyter
  - Awesome Machine Learning
  - Awesome MySQL
  - Awesome Network Analysis
  - Awesome Quarto
  - Awesome R
  - Awesome Python - python))
  - Awesome Data Visualization
Miscellaneous
- Tutorials

Programming Languages

Jupyter Notebook 3 Python 3 HTML 2 R 2 Haskell 1 TeX 1 SCSS 1

Categories

Books 224 Education 124 Research Groups 111 Journals 35 Selected Papers 29 Conferences 19 Relevant Awesome Lists 19 Software 7 Miscellaneous 4

Sub Categories

University Course Programs 252 Tutorials 30 Journals for Software Submissions 22 Workshops 10 Online Courses and Material 10 Videos and Lectures 5

Keywords

awesome-list 12 awesome 11 python 7 data-science 7 machine-learning 6 deep-learning 5 data-visualization 4 jupyter-notebook 3 visualization 3 network-science 3 digital-humanities 2 network-analysis 2 networkx 2 data-analysis 2 social-network 2 list 2 jupyter 2 data-mining 2 jupyterlab 2 r 2 network-visualization 1 political-networks 1 semantic-networks 1 sna 1 social-network-analysis 1 social-networks 1 dh-resources 1 dh-tools 1 frontend 1 ipython 1 python-framework 1 collections 1 python-library 1 historical-networks 1 graph-theory 1 disease-networks 1 complex-networks 1 recurrent-networks 1 neural-network 1 face-images 1 deep-networks 1 deep-learning-tutorial 1 science 1 python-resources 1 data-scientists 1 analytics 1 rstats 1 factorization 1 graph-clustering 1 igraph 1