The Knowledge Modelling Challenge
(A
Preamble pre-dating and originally published in the K-Blog
itself. September 2001)
A Challenge - Modelling knowledge bumps up against
age-old philosophical issues almost before you open the box. Is there a
fundamental truth view of the world, and if there is, will we find and agree
what it is anytime soon ? Well maybe, but not likely, seem to be pretty
reasonable working assumptions; which is hardly a very tight scientific
argument, but the challenge is there for any who wish to disagree.
A Warning - So it's important to bear in mind that
we're not actually looking for a "Grand Unifying Theory of
Everything", even if our practical objective is to achieve something that
could be applied to the ubiquitous and generic domain of the entire world wide
web, all who may interact with it, and the entire body of human knowledge and
artificial intelligence that may represent. I have been concerned with this
subject, since a moment I can pinpoint very precisely some 21 years ago in 1980,
when I was first struck by an important hidden ambiguity in a pretty
insignificant business form, and in particular for the last 5 years concerned
with attempting to standardise and implement a generic extended enterprise
model in the broadly engineering industry. In that time, I have experienced
individuals, myself included, who get drawn towards the fatal attractor at the
moment they discover they have a very generic and flexible model on their
hands.
The Trick - It is important to remember that when
developing your ontology, even when this is a framework, meta-model (or
meta-meta-model, or a language etc.) with which to develop an ontology, you are
making a choice - deeming which entities may exist. The choice is based on some
world view - which may of course be some rationalisation of several other world
views - and others with different perspectives and different practical
application domains will hold or choose to hold different world views. So a
widely applicable generic ontology may come tantalisingly close to being a
model to which all others can be deterministically mapped, but there will
always be other models to which only incomplete or imperfect mappings will be
possible.
The Ologies - Having said that philosophy and
meta-physics cannot hold the one true answer to this problem domain, it is of
course necessary to appreciate and map between different world-views, which
lead to different models or modelling frameworks, and the various limitations
and compromises of the different views.
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