Probabilistic latent semantic analysis as a potential method for integrating spatial data concepts
Wadsworth, Richard A.; Comber, Alexis J.; Fisher, Peter F.. 2008 Probabilistic latent semantic analysis as a potential method for integrating spatial data concepts. In: Navratil, Gerhard, (ed.) Proceedings of the Colloquium for Andrew U. Frank's 60th Birthday 2008. Vienna, Department of Geoinformation and Cartography, 99-108. (GeoInfo, 39).
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Abstract/Summary
In this paper we explore the use of Probabilistic Latent Semantic Analysis (PLSA) as a method for quantifying semantic differences between land cover classes. The results are promising, revealing ‘hidden’ or not easily discernible data concepts. PLSA provides a ‘bottom up’ approach to interoperability problems for users in the face of ‘top down’ solutions provided by formal ontologies. We note the potential for a meta-problem of how to interpret the concepts and the need for further research to reconcile the top-down and bottom-up approaches.
| Item Type: | Book Section |
|---|---|
| Programmes: | CEH Programmes pre-2009 publications > Environmental Informatics |
| CEH Sections: | Watkins |
| ISBN: | 9783901716416 |
| NORA Subject Terms: | Data and Information |
| Related URLs: | |
| Date made live: | 15 Jul 2008 15:05 |
| URI: | http://nora.nerc.ac.uk/id/eprint/2298 |
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