Representation theoretic patterns
in three dimensional cryo-electron
microscopy
Speaker: Ronny Hadani
(UTexas at Austin)
Three dimensional cryo-electron microscopy (3D cryo-EM,
for short) is the
problem of determining the three
dimensional structure of a large molecule
from the set of images, taken by an
electron microscope, of randomly
oriented and positioned identical
molecular particles which are frozen in
a thin layer of ice. A solution to
this problem is of particular interest,
since it promises to be an entirely
general technique which does not
require crystallization or other
special preparation stages. Present
approaches to the problem fail with
particles that are too small, cryo-EM
images that are too noisy or at
resolutions where the signal-to-noise
ratio becomes too small.
The focus of my talk is the
intrinsic reconstitution algorithm, due to
Singer and Shkolnisky,
which constitutes a basic step for the solution of
the 3D cryo-EM
problem and whose main appealing property is its remarkable
numerical stability to noise. My
goal is to give an introductory
explanation of the mathematical
principles underlying this novel
algorithmic approach, while hinting
about how they apply to other
fundamental problems in cryo-EM and beyond. Along the way, I will describe
the mathematical model underlying
the experimental set-up, specifying the
main computational
problems/technical difficulties that should be resolved
as part of three dimensional
structure determination from cryo-EM images.
Finally, to put things in a broader
mathematical perspective, I will
briefly mention the general
picture: explaining how other fundamental
algorithmic problems of Cryo-EM (and beyond) can be formulated and
effectively solved in similar
mathematical framework.
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Short Bio
Ronny Hadani
is an associate professor in the math department at
University of Texas at Austin.
Before that he was a L.E Dickson
postoctoral fellow at University of Chicago. He did his PhD in pure
mathematics at Tel-Aviv University
under the supervision of Prof. Joseph
Bernstein. He did his Master degree
in computer science at the Weizmann
Institute of Science. His field of
expertise is representation theory and
harmonic analysis with applications
to signal processing, communication
and computational science.