[FRIAM] Any non-biological complex systems?
Steven A Smith
sasmyth at swcp.com
Sun May 28 13:06:01 EDT 2017
SG
I think of this particular exercise as a deliberate sampling/searching
of the infinite (or staggeringly large) phase space of a system as you
described it earlier. Since you invoke "random systems along with
random models", I think I therefore mean my System to be a system of
systems from which you randomly select promising examples?
SS
On 5/28/17 11:00 AM, Stephen Guerin wrote:
> Though there are times, like in the context of machine learning, when
> we program algorithms to define ensembles of random systems along with
> ensembles of random models and select amongst them based on how well
> they fit observed data to find novel explanations for data for uses in
> prediction or classification. This might be related to past
> discussions on abductiion at FRIAM. Genetic Programming would be a
> related example.
>
> Even though the systems in this case are defined randomly, given that
> they are selected for against some fitness function, the final systems
> used would probably still not constitute "arbitrary".
> _______________________________________________________________________
> Stephen.Guerin at Simtable.com <mailto:stephen.guerin at simtable.com>
> CEO, Simtable http://www.simtable.com <http://www.simtable.com/>
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>
> On Sun, May 28, 2017 at 10:39 AM, Stephen Guerin
> <stephen.guerin at simtable.com <mailto:stephen.guerin at simtable.com>> wrote:
>
> So, what constitutes a system is arbitrary? In the mind of the
> beholder?
>
> I remember when we used to argue about this at The Complex.
>
> I always wanted to argue that a system is in some sense
> “self-bounding”. It consists of a group of entities that are
> interacting more intimately with one another than they are
> with entities outside the system.
>
>
>
> In the context of complex systems research, a *system* is an
> abstraction of a set of connected components and its boundary. The
> system's boundary can be defined as open, closed or isolated to
> flows of quantities of energy, mass, information, symbols etc.
> Defining information is a different thread ;-)
>
> A *model* is the mathematical/computational formalization of the
> system.
>
> /Is what constitutes a system arbitrary?/
> George Box famously said "all models are wrong, but some are
> useful <https://en.wikipedia.org/wiki/All_models_are_wrong>".
> Given that models are formalizations of systems and if arbitrary
> means: "based on random choice or personal whim, rather than any
> reason or system.", I would say researchers use reason and
> systemic thought to develop "useful" system descriptions. So,
> system descriptions are not arbitrary. They are designed to be
> useful for the question being asked. No system description nor
> model can answer all questions - they are specifically designed
> for a problem at hand.
>
> Relatedly, a*simulation,* in the way we use it, is a single
> instance of a model run based on initializing a model's
> parameters computing next states to observe its behavior/dynamics.
>
> The *phase space* is the behavior of the model over all possible
> input states.
>
>
>
>
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