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Ontological Foundations of Modelling Security Policies for Logical Analytics

Modelling of knowledge and actions in AI has advanced over the years but it is still a challenging topic due to the infamous frame problem, the inadequate formalization and the lack of automation. Some problems in cyber security such as logical vulnerability, risk assessment, policy validation etc....

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Autores principales: Bataityte, Karolina, Vassilev, Vassil, Gill, Olivia Jo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7256421/
http://dx.doi.org/10.1007/978-3-030-49161-1_31
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author Bataityte, Karolina
Vassilev, Vassil
Gill, Olivia Jo
author_facet Bataityte, Karolina
Vassilev, Vassil
Gill, Olivia Jo
author_sort Bataityte, Karolina
collection PubMed
description Modelling of knowledge and actions in AI has advanced over the years but it is still a challenging topic due to the infamous frame problem, the inadequate formalization and the lack of automation. Some problems in cyber security such as logical vulnerability, risk assessment, policy validation etc. still require formal approach. In this paper we present the foundations of a new formal framework to address these challenges. Our approach is based on three-level formalisation: ontological, logical and analytical levels. Here we are presenting the first two levels which allow to model the security policies and provide a practical solution to the frame problem by efficient utilization of parameters as side effects. Key concepts are the situations, actions, events and rules. Our framework has potential use for analysis of a wide range of transactional systems within the financial, commercial and business domains and further work will include analytical level where we can perform vulnerability analysis of the model.
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spelling pubmed-72564212020-05-29 Ontological Foundations of Modelling Security Policies for Logical Analytics Bataityte, Karolina Vassilev, Vassil Gill, Olivia Jo Artificial Intelligence Applications and Innovations Article Modelling of knowledge and actions in AI has advanced over the years but it is still a challenging topic due to the infamous frame problem, the inadequate formalization and the lack of automation. Some problems in cyber security such as logical vulnerability, risk assessment, policy validation etc. still require formal approach. In this paper we present the foundations of a new formal framework to address these challenges. Our approach is based on three-level formalisation: ontological, logical and analytical levels. Here we are presenting the first two levels which allow to model the security policies and provide a practical solution to the frame problem by efficient utilization of parameters as side effects. Key concepts are the situations, actions, events and rules. Our framework has potential use for analysis of a wide range of transactional systems within the financial, commercial and business domains and further work will include analytical level where we can perform vulnerability analysis of the model. 2020-05-06 /pmc/articles/PMC7256421/ http://dx.doi.org/10.1007/978-3-030-49161-1_31 Text en © IFIP International Federation for Information Processing 2020 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Article
Bataityte, Karolina
Vassilev, Vassil
Gill, Olivia Jo
Ontological Foundations of Modelling Security Policies for Logical Analytics
title Ontological Foundations of Modelling Security Policies for Logical Analytics
title_full Ontological Foundations of Modelling Security Policies for Logical Analytics
title_fullStr Ontological Foundations of Modelling Security Policies for Logical Analytics
title_full_unstemmed Ontological Foundations of Modelling Security Policies for Logical Analytics
title_short Ontological Foundations of Modelling Security Policies for Logical Analytics
title_sort ontological foundations of modelling security policies for logical analytics
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7256421/
http://dx.doi.org/10.1007/978-3-030-49161-1_31
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