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awesome-computational-social-science
A list of awesome resources for Computational Social Science
https://github.com/gesiscss/awesome-computational-social-science
Last synced: 3 days ago
JSON representation
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Books
- Handbook of Computational Social Science for Policy
- Computational Social Sciences - 2023)
- Handbook of Computational Social Science for Policy
- Handbook of Computational Social Science for Policy
- Handbook of Computational Social Science for Policy
- Computational Social Sciences - 2023)
- Handbook of Computational Social Science for Policy
- Computational Social Sciences - 2023)
- Handbook of Computational Social Science for Policy
- Computational Social Sciences - 2023)
- Handbook of Computational Social Science for Policy
- Handbook of Computational Social Science for Policy
- A First Course in Network Science
- Handbook of Computational Social Science for Policy
- Computational Thinking for Social Scientists
- Computational Social Sciences - 2023)
- Handbook of Computational Social Science for Policy
- Computational Social Sciences - 2023)
- Handbook of Computational Social Science for Policy
- Computational Social Sciences - 2023)
- Handbook of Computational Social Science for Policy
- Growing Artificial Societies: Social Science from the Bottom Up
- Six Degrees: The Science of a Connected Age
- Networks, Crowds, and Markets: Reasoning About a Highly Connected World
- Everything is Obvious
- Agent_Zero: Toward Neurocognitive Foundations for Generative Social Science
- Social Phenomena: From Data Analysis to Models
- Computational Social Sciences - 2023)
- Big Data Is Not a Monolith
- Bit By Bit: Social Research in the Digital Age
- Digital Sociology: The Reinvention of Social Research
- The Model Thinker: What You Need to Know to Make Data Work for You
- How Behavior Spreads: The Science of Complex Contagions
- What is Digital Sociology?
- The Oxford Handbook of Networked Communication - Bailón (2020)
- Research Exposed: How Empirical Social Science Gets Done in the Digital Age
- Retooling Politics: How Digital Media Are Shaping Democracy - Avello (2020)
- Sociologia Digital: uma breve introdução
- How Humans Judge Machines
- The Science of Science - László Barabási (2021)
- Doing Computational Social Science - A Practical Introduction
- The SAGE Handbook of Social Media Research Methods - Haase and Luke Sloan (2022)
- Handbook of Computational Social Science Volume 1 & 2 - Haase, Sunny Xun Liu, Lars Lyberg (2022)
- Big Data and Social Science: Data Science Methods and Tools for Research and Practice, 2nd Edition
- Text as Data: A New Framework for Machine Learning and the Social Sciences
- Computational Analysis of Communication
- Research Handbook on Digital Sociology
- Handbook of Computational Social Science for Policy
- Computational Social Sciences - 2023)
- Handbook of Computational Social Science for Policy
- Handbook of Computational Social Science for Policy
- Computational Social Sciences - 2023)
- Computational Social Sciences - 2023)
- Decoding the Social World: Data Science and the Unintended Consequences of Communication - Bailón (2017)
- Handbook of Computational Social Science for Policy
- Computational Social Sciences - 2023)
- Handbook of Computational Social Science for Policy
- Computational Social Sciences - 2023)
- Handbook of Computational Social Science for Policy
- Computational Social Sciences - 2023)
- Handbook of Computational Social Science for Policy
- Handbook of Computational Social Science for Policy
- Handbook of Computational Social Science for Policy
- Computational Social Sciences - 2023)
- Computational Social Sciences - 2023)
- Handbook of Computational Social Science for Policy
- Handbook of Computational Social Science for Policy
- Computational Social Sciences - 2023)
- Handbook of Computational Social Science for Policy
- Computational Social Sciences - 2023)
- Handbook of Computational Social Science for Policy
- Handbook of Computational Social Science for Policy
- Computational Social Sciences - 2023)
- Handbook of Computational Social Science for Policy
- Handbook of Computational Social Science for Policy
- Computational Social Sciences - 2023)
- Handbook of Computational Social Science for Policy
- Handbook of Computational Social Science for Policy
- Computational Social Sciences - 2023)
- Handbook of Computational Social Science for Policy
- Computational Thinking and Social Science
- Computational Social Sciences - 2023)
- Handbook of Computational Social Science for Policy
- Computational Social Sciences - 2023)
- Handbook of Computational Social Science for Policy
- Computational Social Sciences - 2023)
- Handbook of Computational Social Science for Policy
- Computational Social Sciences - 2023)
- Handbook of Computational Social Science for Policy
- Handbook of Computational Social Science for Policy
- Computational Social Sciences - 2023)
- Handbook of Computational Social Science for Policy
- Computational Social Sciences - 2023)
- Handbook of Computational Social Science for Policy
- Computational Social Sciences - 2023)
- Handbook of Computational Social Science for Policy
- Handbook of Computational Social Science for Policy
- Computational Social Sciences - 2023)
- Handbook of Computational Social Science for Policy
- Computational Social Sciences - 2023)
- Handbook of Computational Social Science for Policy
- Computational Social Sciences - 2023)
- Handbook of Computational Social Science for Policy
- Handbook of Computational Social Science for Policy
- Computational Social Sciences - 2023)
- Handbook of Computational Social Science for Policy
- Computational Social Sciences - 2023)
- Computational Social Sciences - 2023)
- Handbook of Computational Social Science for Policy
- Computational Social Sciences - 2023)
- Handbook of Computational Social Science for Policy
- Computational Social Sciences - 2023)
- Handbook of Computational Social Science for Policy
- Computational Social Sciences - 2023)
- Handbook of Computational Social Science for Policy
- Computational Social Sciences - 2023)
- Handbook of Computational Social Science for Policy
- Retooling Politics: How Digital Media Are Shaping Democracy - Avello (2020)
- Handbook of Computational Social Science for Policy
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Education
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Online Courses and Material
- Toolkit for Digital Methods - A wiki of resources for digital methods in Social Sciences
- 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.
- 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
- 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
- Toolkit for Digital Methods - A wiki of resources for digital methods in Social Sciences
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University Course Programs
- Mannheim Master in Social Data Science
- Master Computational Social System
- Master of Science program in Social Data Science
- Master of Sociology: Quantitative Analysis and Social Data Science specialisation
- Master in Computational Social Sciences
- Master of Data Science for Public Policy
- Master Social and Economic Data Science
- M.Sc. Quantitative Data Science Methods: Psychometrics, Econometrics and Machine Learning
- Master Computational Social Systems
- Master of Science (MSc) in Social Data Science
- Master in Computational Social Science
- MSc&T “Data and Economics for Public Policy”
- Master in Data Science for Social Sciences
- MSc Applied Social Data Science
- MPA in Data Science for Public Policy
- MSc Social and Geographic Data Science
- MSc Social Data Science
- MSc Data Science and Public Policy
- DPhil Social Data Science
- MSc Human and Social Data Science
- Bachelor of Social Sciences in Data Science and Policy Studies
- Bachelor of Arts and Sciences in Social Data Science
- Masters in Computational Social Science
- Master Politics and Data Science
- MSc Social Data Science
- PhD Quantitative and Computational Social Science
- MSc/PG Diploma Applied Social Data Science
- MSc Social Data Science
- Master Data Science for Economics
- Master in Social Data Science - Bicocca, ITA
- Master in Social Sciences for a Digital Society
- Bachelor Computational Social Science
- Master's Programme Computational Social Science
- Master Computational Social Science
- M.S. in Computational Social Science
- M.A. in Computational Social Science
- M.S. in Computational Analysis & Public Policy
- Master of Science in Data Analytics & Computational Social Science
- Complex Networks and Systems track of the PhD in Informatics
- Master of Arts in Interdisciplinary Studies: Computational Social Science Concentration
- PhD in Computational Social Science
- Master of Science in Data Science for Public Policy
- MA in Quantitative Methods in the Social Sciences: Data Science Focus
- BS in Social Data Science
- Master of Science in Public Policy and Data Science
- Master of Science in Social Policy + Data Analytics for Social Policy Certificate
- Master's Degree Applied Urban Science and Informatics
- Master of Science in Survey and Data Science
- BS in Social Data Analytics
- BS in Computational Social Science
- Master's Degree Applied Urban Science and Informatics
- MSc/PG Diploma Applied Social Data Science
- Master (Research) in Societal Resilience - Big Data for Society
- BA/BSc in Data Science and Society (DSS)
- B.Sc. Social Data Science
- BSc Social Sciences with Data Science
- MSc in Computational Social Science
- Master of Computational Social Science (MaCSS)
- PhD in Computational Social Science
- PhD in Information
- Network Science PhD Program
- PhD in Information Science
- PhD Program in Social & Engineering Systems (SES)
- PhD in Information Sciences
- Doctor of Philosophy in Information Studies (PhD)
- Ph.D. in Information Science
- Doctoral Program in Communication
- Ph.D. Specialization in Computational Social Science
- Ph.D. in Information and Media
- Ph.D. in Information Technology Management
- PhD in Media, Technology, and Society (MTS)
- Dual Ph.D. Program in Computer Science and Communication: Technology and Social Behavior (TSB)
- PhD Program at the Kellogg School of Management
- Ph.D. in Communication and Information Sciences
- Information Science Ph.D. program
- Doctoral Program in Industrial & Systems Engineering (ISE)
- Communication (PhD)
- Ph.D. Program in Communication, Information, and Media
- Ph.D. Specialization in Data Science
- Doctorate in Communication
- PhD in Societal Computing
- Doctorate in Informaiton Science
- PhD in Information
- Master of Contemporary Societies
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Videos and Lectures
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Workshops
- BIGSSS Computational Social Science Summer Schools
- Edinburgh Data and Text Analysis Summer School
- Essex Summer School in Social Science Data Analysis
- GESIS Fall Seminar in Computational Social Science
- ESSA (European Social Simulation Association) summer school
- Mediterranean School of Complex Networks
- NLP + CSS
- The Summer Institutes in Computational Social Science
- Topics in Digital and Computational Demography
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Research Groups
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University Course Programs
- Chair of Data Science in the Economic and Social Sciences
- ISO 3166-1 alpha 3
- Data Science and AI Lab
- Computational Social Science Lab
- CSS Lab TU Graz
- Digital Humanities Lab at UFBA
- Computational Social Science Lab
- Professorship of Computational Social Science (COSS)
- Social Networks Lab
- Computational Communication Collaboratory
- Institute of Computational Social Science - Shenzhen, CHN
- CSS Lab RWTH Aachen
- Data Science Lab, Hertie School
- CSS Department at GESIS
- Computational Social Science and Big Data TUM Munich
- Computational Social Science Group
- Institute for Cross-Disciplinary Physics and Complex Systems (IFISC)
- Department of Digital and Computational Demography
- Copenhagen Center for Social Data Science (SODAS)
- NEtwoRks, Data, and Society (NERDS)
- Centre for Social Data Science
- Centre for Data, Culture & Society
- Oxford Internet Institute
- Social Data Institute
- Web Mining Lab
- Computational Social Sciences and Law Lab
- RC2S2 Research Center for Computational Social Science
- Connected_Politics Lab
- CENTAI Institute
- Computational Social Science Centre (CSSC)
- Behave Lab
- Center of Data Science and Complexity for Society (CDCS)
- Center for Computational Social Science and Human Dynamics (C2S2)
- Center for Computational Social Science
- Computational Social Science Lab
- Computational Communication Science Amsterdam
- Social and Behavioural Data Science Centre
- UNU-MERIT Computational Innovation Lab on Crises, Transformation and Sustainable Development
- Center for Computational Social Sciences
- Viral Lab (VRLLab)
- ODISSEI (Open Data Infrastructure for Social Science and Economic Innovations)
- Political Data Science (PODS) Research Group
- UU-InfoLab (Uppsala University Information Laboratory)
- Communication Data and Network Analytics Lab
- Observatory on Social Media
- Center for Complex Networks and Systems Research
- Soda (Social Data and AI) Lab
- Lazerlab
- MESO (Modeling Emergent Social Order) Lab
- Laboratory for the Modeling of Biological and Socio-Technical Systems (MOBS Lab)
- Network Science Institute (NetSI)
- Computational Social Science Institute at UMass
- Working Group on Computational Social Science
- Center for Computational Analysis of Social and Organizational Systems (CASOS)
- PITT Initiative on Computational Social Science
- IRiSS Center for Computational Social Science
- Center for Social Data Analytics (C-SoDA)
- Computational Social Science Lab
- MIT Institute for Data, Systems, and Society (IDSS)
- Social Data Science Center (SoDa)
- MESO (Modeling Emergent Social Order) Lab
- Computational Journalism Lab
- HUmans | MAchines | Networks | Society Lab (HUMANS)
- Computational Social Science Lab
- Center for Social Media and Politics (CSMaP)
- Computational Social Science Lab (CSSLab)
- Al-Adala Lab
- Colorado Laboratory for Users, Media, and Networks (COLUMN)
- Computational Communication Research Lab (C^2 or C-square)
- Quello Center
- Delta Lab
- Lab on Innovation, Networks, and Knowledge (LINK)
- People, Space, and Algorithms (PSA) Research Group
- Science of Networks in Communities (SONIC) Lab
- Center for AI in Society(CAIS)
- Center for Information Networks and Democracy(CIND)
- Network Dynamics Group
- Santa Fe Institute (SFI)
- Community Data Science Collective
- Social Data Science Lab at Cardiff University
- Center for Spatial Data Science (CSDS)
- Knowledge Lab
- Computational Social Science Laboratory
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Selected Papers
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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
- Life in the network: the coming age of computational social science
- Critical Questions for Big Data
- 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)
- 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))
- Computational Social Science and the Study of Political Communication
- 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?
- When Communication Meets Computation: Opportunities, Challenges, and Pitfalls in Computational Communication Science - Quan Peng (2018)
- 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
- From Factors to Actors: Computational Sociology and Agent-Based Modeling
- Digital Footprints: Opportunities and Challenges for Online Social Research
- Machine Learning for Sociology
- Computational Social Science and Sociology
- Machine Learning for Social Science: An Agnostic Approach
- 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))
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Software
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Relevant Awesome Lists
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Tutorials
- Awesome Causality
- Awesome Community Detection
- Awesome Data Science with Python - python-data-science))
- Awesome Data Visualization
- 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))
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Conferences
- BigSurv - Big Data Meets Survey Science
- CHI - ACM CHI Conference on Human Factors in Computing Systems
- COMPTEXT Conference
- Conference on Complex Systems
- EPSA - European Political Science Association Conference
- ICA - Annual International Communication Association Conference
- IC2S2 - The International Conference for Computational Social Science
- ICWSM - International AAAI Conference on Web and Social Media
- NetSci - International Conference on Network Science
- SSC - Social Simulation Conference
- Computational Social Science Events Worldwide
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Journals
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University Course Programs
- Big Data & Society
- Computational Communication Research
- Computational Economics
- EPJ Data Science
- Frontiers in Big Data
- Information, Communication & Society
- Journal of Artificial Societies and Social Simulation
- Journal of Social Computing
- Journal of Computational Social Science
- Journal of Quantitative Description: Digital Media
- Nature Human Behavior
- New Media & Society
- Social Media and Society
- Social Science Computer Review
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Miscellaneous
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Tutorials
- Google Group Computational Social Science Network
- Podcast about Computational Communication Science
- RatSWD publication "Big data in social, behavioural, and economic sciences: Data access and research data management (Including an expert opinion on "Web scraping in independent academic research")"
- reddit community "CompSocial"
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Categories
Sub Categories
Keywords
awesome-list
12
awesome
11
python
7
data-science
7
machine-learning
6
deep-learning
5
data-visualization
4
network-science
3
jupyter-notebook
3
visualization
3
data-analysis
2
data-mining
2
jupyterlab
2
jupyter
2
list
2
r
2
digital-humanities
2
social-network
2
networkx
2
network-analysis
2
artificial-intelligence
1
unsupervised-learning
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node2vec
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network-clustering
1
bayes
1
datascience
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deeplearning
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statistics
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chart
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datasets
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indiana-university
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textbook
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tutorials
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computational-social-science
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social-sciences
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web-scraping
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bigclam
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clustering
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community-detection
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deepwalk
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dimensionality-reduction
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embedding
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factorization
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graph-clustering
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igraph
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matrix-factorization
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dataviz
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jupyterhub
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jupyterlab-extension
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complex-networks
1