Probability Seminar
Department of Mathematical Sciences |
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Pak-Wing Fok University of Delaware
Title: Reconstructing the drift in a stochastic process from
distributions of exit times
Consider a brownian particle diffusing in a potential well of
unknown shape. Given the distribution of exit times, can
one reconstruct the function form of the potential?
This stochastic inverse problem has
several applications in biology and biophysics.
We show that while reliable reconstruction of gross attributes, such as
the height and the width of the potential, can be easily achieved
from a single exit time distribution, the
reconstruction of finer structure is ill-conditioned. Furthermore, we show that
reconstruction of more complicated potentials containing multiple minima
can be achieved by simultaneously using two or more measured exit
time distributions. For example, by changing the
potential by known amounts, additional measured
exit distributions render the problem less ill-conditioned.
©2010, Department of Mathematical Sciences
Last Modified:
February 25, 2010