Joint Math Data Science/Statistics Seminar: Amit Singer

Math DS - Stat Seminar Thumbnail

Event Date

Location
Physical and Data Sciences Bldg (PDSB) 1025

Speaker: Amit Singer, Professor, Department of Mathematics, Princeton University

Title: Mathematics of Cryo-Electron Microscopy

Abstract: Cryo-EM is a Nobel Prize winning technology for determining 3-D biological molecular structures at high resolution. Reconstruction in cryo-EM is an inverse problem that involves many different fields of mathematics including statistical inference, optimization (convex and non-convex), numerical analysis, dimension reduction, representation theory, information theory, and more.  We will discuss the mathematical and statistical foundation underlying computational methods for 3-D reconstruction, focusing on the challenges of reconstructing small size molecules and the reconstruction of flexible molecules. In passing, we will contrast modern deep learning algorithms with classical applied math and statistical methods.

Faculty website (links to Princeton): https://web.math.princeton.edu/~amits/ 

Tags