Random Walks and Geometric Algorithms
Santosh Vempala, Department of Mathematics,
MIT
Abstract:
Random walks have intrigued us for a long time. In recent years,
they have also played a crucial role in the discovery of polynomial-time
algorithms. This talk will focus on geometric random walks, illustrate
their applicability via a simple algorithm for optimization, and
then move to the question of what distributions in space can be
sampled efficiently by a random walk. Along the way, we will see
some engaging ways to walk randomly and highlight the properties
of a rather remarkable one, called "hit-and-run".
This is joint work with D. Bertsimas and L. Lovasz.
Host: Avrim Blum