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Erschienen in: KI - Künstliche Intelligenz 1/2019

01.11.2018 | Technical Contribution

A Brief Survey on Forgetting from a Knowledge Representation and Reasoning Perspective

verfasst von: Thomas Eiter, Gabriele Kern-Isberner

Erschienen in: KI - Künstliche Intelligenz | Ausgabe 1/2019

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Abstract

Forgetting is an ambivalent concept of (human) intelligence. By definition, it is negatively related to knowledge in that knowledge is lost, be it deliberately or not, and therefore, forgetting has not received as much attention in the field of knowledge representation and reasoning (KRR) as other processes with a more positive orientation, like query answering, inference, or update. However, from a cognitive view, forgetting also has an ordering function in the human mind, suppressing information that is deemed irrelevant and improving cognitive capabilities to focus and deal only with relevant aspects of the problem under consideration. In this regard, forgetting is a crucial part of reasoning. This paper collects and surveys approaches to forgetting in the field of knowledge representation and reasoning, highlighting their roles in diverse tasks of knowledge processing, and elaborating on common techniques. We recall forgetting operations for propositional and predicate logic, as well as for answer set programming (as an important representative of nonmonotonic logics) and modal logics. We discuss forgetting in the context of (ir)relevance and (in)dependence, and explicit the role of forgetting for specific tasks of knowledge representation, showing its positive impact on solving KRR problems.

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Fußnoten
3
In Latin “Entia non sunt mulitplicanda praeter necessitatem,” attributed to William of Ockham, 14th c.
 
4
The rule of necessitation says that when a formula \(\phi\) is derived, we can also derive \(K\phi\). The modality K is here viewed akin to \(\Box\), for which this rule had been originally introduced.
 
5
The notion of uniform interpolant will be described in Sect. 7, to which we also defer further discussion of the subject.
 
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Metadaten
Titel
A Brief Survey on Forgetting from a Knowledge Representation and Reasoning Perspective
verfasst von
Thomas Eiter
Gabriele Kern-Isberner
Publikationsdatum
01.11.2018
Verlag
Springer Berlin Heidelberg
Erschienen in
KI - Künstliche Intelligenz / Ausgabe 1/2019
Print ISSN: 0933-1875
Elektronische ISSN: 1610-1987
DOI
https://doi.org/10.1007/s13218-018-0564-6

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