Quantitative Analysis IV

This course covers a range of advanced topics in statistical learning that are useful for empirical research in political science. These may include dimension reduction and regularized regression for large datasets; scaling models; models for text, audio, and image data; and spatial statistics among other topics. The course focuses in particular on estimation and inference to enable students to adapt and extend existing approaches.