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Research - Supervised and Unsupervised Machine Learning to Estimate Polarization
Here, I estimate user ideologies on Twitter, apply bot detection, sentiment analysis, and topic modeling on tweets from the U.S. posted during the Afghanistan withdrawal to investigate how foreign-policy polarization shapes online discussions.
Last updated on Jul 8, 2023
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Research - Estimating Conflict Effect on Growth by ArcGIS and Time-Series Analysis
I apply time-series modeling after using GIS methods and image data from NASA satellites to investigate the local effects of civil conflicts on economic growth. I convert image data to geo-coded night-time light-emissions data first, and then estimate the change of economic growth in the grid level.
Last updated on Jul 8, 2023
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Bayesian Analysis of Military Coups through MCMC Simulations
Using multilevel Bayesian logistic modeling via Markov chain Monte Carlo simulations (MCMC), this research note investigates three hypotheses on the potential determinants of military coup success; namely plotter ranking, civilian disobedience, and incumbents’ counterbalancing forces.
Last updated on Jul 8, 2023
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