Re: Knowledge representation for AI using domains or a universe of discourse

Thank you Milton
Let us know how you propose to advance this suggestion
PDM

On Wed, Jun 25, 2025 at 6:27 AM Milton Ponson <rwiciamsd@gmail.com> wrote:

> Dear all,
>
> We have reached the point in time where we must start to generalize the
> basis of knowledge representation for artificial intelligence.
>
> In order to do so we must find (a) common denominator(s) for the different
> types of knowledge.
>
> Assuming that the knowledge is digitized we can use the concept of the
> universe of discourse or more specifically domains of discourse.
>
> These concepts lend themselves for use of set theory, type theory etc. and
> allow modeling and constructibility of consistent logical frameworks.
>
> And they also allow the use of (hyper)graphs, algebraic geometry, category
> theory etc. to allow knowledge representation in ways that can be captured
> for data (structure) creation, data analysis and machine learning.
>
> In addition we can use classification systems to uniquely identify domains
> of discourse as librarians do and as mathematicians do as well with the
> Mathematics Subject Classification.
>
> This can lead to a much more efficient use of datasets, the use of which
> can be negotiated with the respective owners, avoiding the current
> intellectual property and data rights, data and knowledge sovereignty
> debates.
>
> The indiscriminate use of scraping and unlimited production of internet
> content by artificial intelligence is contaminating available data.
>
> After having examined the current use of artificial intelligence for
> solving sustainable development problems, both at global, regional and
> local levels, the use of (open) curated and/or standardized datasets is the
> only way to go.
>
> This requires the use of a universe of discourse and more specifically
> domains of discourse.
>
>
> Milton Ponson
> Rainbow Warriors Core Foundation
> CIAMSD Institute-ICT4D Program
> +2977459312
> PO Box 1154, Oranjestad
> Aruba, Dutch Caribbean
>