I explore geometric and topological properties of data. These global and robust information can provide insight for modern data analytics. My research draws from the following different domains.

Machine learning: graphical models, structured learning.
Topological data analysis: persistent homology, computation of topological features.
Biomedical image analysis: medical images, neuron images, functional MRI.