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An Ontology Design Pattern to Define Explanations

Tiddi, Ilaria; d'Aquin, Mathieu and Motta, Enrico (2015). An Ontology Design Pattern to Define Explanations. In: Proceedings of the 8th International Conference on Knowledge Capture, ACM, article no. 3.

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DOI (Digital Object Identifier) Link: https://doi.org/10.1145/2815833.2815844
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Abstract

In this paper, we propose an ontology design pattern for the concept of “explanation”. The motivation behind this work comes from our research, which focuses on automatically identifying explanations for data patterns. If we want to produce explanations from data agnostically from the application domain, we first need a formal definition of what an explanation is, i.e. which are its components, their roles or their interactions. We analysed and surveyed works from the disciplines grouped under the name of Cognitive Sciences, with the aim of identifying differences and commonalities in the way their researchers intend the concept of explanation. We then produced not only an ontology design pattern to model it, but also the instantiations of this in each of the analysed disciplines. Besides those contributions, the paper presents how the proposed ontology design pattern can be used to analyse the validity of the explanations produced by our, and other, frameworks.

Item Type: Conference or Workshop Item
Copyright Holders: 2015 The Authors
ISBN: 1-4503-3849-6, 978-1-4503-3849-3
Keywords: explanation; ontology design pattern; knowledge discovery
Academic Unit/School: Faculty of Science, Technology, Engineering and Mathematics (STEM) > Knowledge Media Institute (KMi)
Faculty of Science, Technology, Engineering and Mathematics (STEM)
Interdisciplinary Research Centre: Centre for Research in Computing (CRC)
Related URLs:
Item ID: 44321
Depositing User: Kay Dave
Date Deposited: 11 Sep 2015 08:54
Last Modified: 18 Nov 2016 15:46
URI: http://oro.open.ac.uk/id/eprint/44321
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