Jim Hines schrieb:
> So, my question is: what dynamics do agent-based representations capture
> that makes it worth sacrificing the (modest) analytical ease of the
> traditional SD way of representing systems.
Jim, I dont think you can know how good it is to me to see this
question explicitly formulated like this. _This_ is the central thrust
of my interest at the moment - I just wish I had more time to work on
it. I dont know the answer - the following are my thoughts at the
moment.
SD is used to treat not individuals, but aggregates. Thus, in a
simulation of spread of a genetic trait through a population, a MAS
(multi-agent system) simulation would have hundreds (thousands?) of
individuals with assorted traits, and then let them interact, while an
SD simulation would probably dive in with the Hardy-Weinberg equation.
For me the point is that MAS try to explain the aggregate behaviour in
terms of individuals and their random interactions, while SD tends (and
I am _only_ saying "tends") to draw the line of abstraction above the
random level, assuming that the random behaviour can be ignored if we
know the laws governing the overall dynamics of the aggregate.
So my tentative answer to Jims question: the onus currently lies with
MAS to show that there are systems in which qualitatively different
dynamical behaviour emerges from individual interactions, than we would
expect if we just looked at the aggregate. And my guess is that if we
can show this, then it will have to do with chaos and with aggregates of
individuals which are _not_ identical. For instance, if we looked at a
genetic simulation of propagation of N traits through a population, we
could no longer justify treating the individuals as aggregates because
they are all different from each other in one gene or another. The
interactions between the genes might then lead to surprising aggregate
behaviour. I wont know until I do the experiment (dont hold your
breath - my plates full with my new job at the moment!).
Cheers,
Niall.
From: Niall Palfreyman <
niall.palfreyman@fh-weihenstephan.de>