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Modeling Flocks and Prices: Jumping Particles with an Attractive Interaction
Probability| Speaker: | Miklos Racz, UC Berkeley |
| Location: | 1147 MSB |
| Start time: | Wed, Nov 14 2012, 4:10PM |
Description
We introduce and investigate a model of a finite number of
competing particles jumping forward on the real line. The evolution of the
particles is a continuous-time Markov jump process: given a configuration,
each particle jumps with a rate that depends on the particle's relative
position compared to the center of mass of the system. The rates are higher
for those left behind, and lower for those ahead of the center of mass,
providing an attractive interaction keeping the particles together. Whenever
a jump occurs, the jump length is chosen independently of everything else
from a positive distribution. Real-life phenomena that could be modeled this
way includes the evolution of prices in a market, or herding behavior of
animals. The main point of interest is the behavior of the model as the
number of particles goes to infinity. We prove that in this fluid limit the
evolution of the system is described by a mean field equation that exhibits
traveling wave solutions. We also present a surprising connection to extreme
value statistics. This is joint work with Marton Balazs and Balint Toth.
