Towards Knowledge Organization Ecosystems

05/23/2021
by   Mayukh Bagchi, et al.
14

It is needless to mention the (already established) overarching importance of knowledge organization and its tried-and-tested high-quality schemes in knowledge-based Artificial Intelligence (AI) systems. But equally, it is also hard to ignore that, increasingly, standalone KOSs are becoming functionally ineffective components for such systems, given their inability to capture the continuous facetization and drift of domains. The paper proposes a radical re-conceptualization of KOSs as a first step to solve such an inability, and, accordingly, contributes in the form of the following dimensions: (i) an explicit characterization of Knowledge Organization Ecosystems (KOEs) (possibly for the first time) and their positioning as pivotal components in realizing sustainable knowledge-based AI solutions, (ii) as a consequence of such a novel characterization, a first examination and characterization of KOEs as Socio-Technical Systems (STSs), thus opening up an entirely new stream of research in knowledge-based AI, and (iii) motivating KOEs not to be mere STSs but STSs which are grounded in Ethics and Responsible Artificial Intelligence cardinals from their very genesis. The paper grounds the above contributions in relevant research literature in a distributed fashion throughout the paper, and finally concludes by outlining the future research possibilities.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
08/02/2021

On the Importance of Domain-specific Explanations in AI-based Cybersecurity Systems (Technical Report)

With the availability of large datasets and ever-increasing computing po...
research
03/17/2021

Characterizing Technical Debt and Antipatterns in AI-Based Systems: A Systematic Mapping Study

Background: With the rising popularity of Artificial Intelligence (AI), ...
research
02/21/2023

Tailoring Requirements Engineering for Responsible AI

Requirements Engineering (RE) is the discipline for identifying, analyzi...
research
12/11/2022

Can REF output quality scores be assigned by AI? Experimental evidence

This document describes strategies for using Artificial Intelligence (AI...
research
03/12/2023

Conceptual Modeling and Artificial Intelligence: A Systematic Mapping Study

In conceptual modeling (CM), humans apply abstraction to represent excer...
research
03/09/2018

Institutional Metaphors for Designing Large-Scale Distributed AI versus AI Techniques for Running Institutions

Artificial Intelligence (AI) started out with an ambition to reproduce t...
research
08/31/2021

Automated Mining of Leaderboards for Empirical AI Research

With the rapid growth of research publications, empowering scientists to...

Please sign up or login with your details

Forgot password? Click here to reset