Special Topics in Statistics and Operations Research: Statistical Machine Learning

This course covers several topics on statistical machine learning. Topics include (1) Robust covariance regularizations and graphical model. (2) Factor models and their applications. (3) Matrix completion. (4) Graphical clustering and community detection. (5) Item ranking. (6) Deept Neurlal network. Students are expected to participate in paper surveying and presentation.