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Stell, JG Granular Description of Qualitative Change. In: UNSPECIFIED 23rd International Joint Conference on Artificial Intelligence, 03-09 Aug 2013, Beijing, China. AAAI Press
Abstract
Qualitative representations of spatial knowledge have been widely studied and a variety of frameworks are used to express relationships between static regions. Dynamic regions present a much greater challenge, but are important in practical applications such as describing crowds of people moving over time. Previous work has analysed changes as regions merge and split and as new regions are created and existing ones disappear. We present a novel framework for the qualitative description of spatial regions based on two levels of granularity. Introducing granularity yields significantly more informative qualitative descriptions than are available from a single level of detail. The formal model represents a region, which may have multiple components, as a bipartite graph where the nodes are the components of the region at a fine level of detail and at a coarse level. The edges of the graph model the way that a component in the coarse view can be made up of parts of components at the more detailed level. We show that all graphs of this form (except for some degenerate cases) can be realized as regions in a discrete space of pixels, and we develop a theory of relations between these graphs to model the dynamic behaviour of regions.
Metadata
Item Type: | Proceedings Paper |
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Authors/Creators: |
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Keywords: | granularity, knowledge representation, qualitative spatial reasoning, spatio-temporal change |
Institution: | The University of Leeds |
Academic Units: | The University of Leeds > Faculty of Engineering & Physical Sciences (Leeds) > School of Computing (Leeds) |
Depositing User: | Symplectic Publications |
Date Deposited: | 03 Jun 2013 09:05 |
Last Modified: | 19 Dec 2022 13:25 |
Status: | Published |
Publisher: | AAAI Press |
Open Archives Initiative ID (OAI ID): | oai:eprints.whiterose.ac.uk:75490 |
Available Versions of this Item
- Granular Description of Qualitative Change. (deposited 03 Jun 2013 09:05) [Currently Displayed]