Yen-Chi Chen

My research focuses on finding subtle structure in complex datasets. Such structure includes clusters and lower dimensional manifolds on which data concentrate and topological features of the underlying distribution. In particular, I study asymptotic theory for estimating these structures and propose valid procedures for constructing confidence sets. Outside statistics, I work with experts in cosmology, machine learning, biology, psychology, and industrial engineering.