منابع یادگیری مهارتهای مقدماتی علوماجتماعی محاسباتی
- Week1: Shell Scripting
- Week2: Python
- Week3: R
- Week4: Data Cleaning, Descriptive Analysis, and Visualizations
- Week5: Probability and Regressions
- Week6: Causal Inference
- Week7: Regression Discontinuity and Instrumental Variables
- Week8: Fixed Effects, Difference-In-Difference
- Week9: Standard Errors
- Week10: Text-as-Data (NLP)
- Week11: Network Analysis
- World Bank’s Development Impact Evaluation (DIME):
- “Missing-data imputation”
- Jason Osborne, “Notes on the use of data transformations”,Practical Assessment, Research, and Evaluation
- “Statistical Data Types” chapter of Andrius Buteikis, Practical Econometrics and Data Science
- World Bank DIME, Descriptive Analysis in R
- J-PAL, “Data Visualization”
- United Nations’ guide to making data meaningful
- R Graph Gallery (useful for getting ideas and example code in R)
- Kieran Healy,Data Visualization: A Practical Introduction
- Josh Angrists and Victor Chernozhukov, “Applied Econometrics: Mostly Harmless Big Data” (companion course to Mostly Harmless Econometrics)
- MIT 14.771/ Harvard 2390b “Empirical Methods” handout
- Chapters 4 and 5 of Scott Cunningham’s Causal Inference: The Mixtape
- Gary King’s slides on Matching Methods for Causal Inference
- On non-standard errors:
- Intro to power analysis
- Thomas Brambor, William Roberts Clark and Matt Golder, “Understanding Interaction Models: Imroving Empirical Analyses”,Political Analysis14(1):2006.
- Introductory Online Courses:
- Online Open Access Book:
- Data Collection
- Topic Modeling
- Free Seminars:
- Useful R and Python packages:
- Other Useful Resources:
ژورنالها، مراکز، دپارتمانها و کنفرانسهای علوم اجتماعی محاسباتی
- ژورنالهای علوم اجتماعی محاسباتی
- مراکز و دپارتمانهای علمی و دانشگاهی
- کنفرانسهای علوم اجتماعی محاسباتی
- برخی از مراجع دسترسی به دادهها
- General Science Journals (Nature, Science, PNAS, Science Advances, PloS One, Scientific Reports)
- Nature Human Behavior
- EPJ Data Science
- Journal of Computational Social Science (Springer)
- Journal of Mathematical Sociology
- Journal of Artificial Societies and Social Simulation (JASSS)
- Advances in Complex Systems
- Social Science Computer Review
- Physica A
- Socius
- Carnegie Mellon University (Computational, Society, & Organization)
- Northeastern University (CSS Initiative, Network Science Ins)
- ETH Zurich (Professorship of CSS)
- Oxford (CSS initiative)
- George Mason University (Computing and Data Science)
- GESIS (Department of CSS)
- Indiana (Center for Complex Networks and Systems Research)
- Chicago (MSc in CSS)
- Amherst University (CSS Institute)
- Stanford (Center for CSS)
- Columbia (CSS Working Group)
- Microsoft (CSS Group)
- Stony Brook (Center for CSS)
- Imperial College (CSS Research Group)
- International Conference on Computational Social Science (IC2S2)
- International Conference on Web and Social Media (ICWSM)
- International World Wide Web Conference (WWW)
- Political Networks Conference (PolNet)
- International Conference on Social Media and Society
- Analytical Sociology Conference
- Network Science Conference (NetSci)