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Knowledge Representation, Spatial

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Encyclopedia of GIS
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Synonyms

GeoOntologies; XML Triple

Definition

The formal definition of knowledge can be elusive. We tend to recognize knowledge when we encounter it, but have greater difficulties in defining it.

Knowledge can be distinguished from data and information (Ackoff 1989). Data are raw observations made through sensory or instrumental measurements. Spatial data typically consists of records of where something is located in space. Information is a summarized description of the data. In this transformation, the volume of the data decreases, but its density (value per unit) increases. Spatial information might be a mathematical representation of how an attribute varies over geographic space.

Knowledge is the next step in this chain – it includes a contextfor the ingested information. Knowledge implies that some background information is present, along with some means to build upon that information. Spatial knowledge is the understanding of where and why people or objects are located relative...

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References

  • Ackoff RL (1989) From data to wisdom. J Appl Syst Anal 16:3–9

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  • Casati R, Smith B, Varzi AC (1998) Ontological tools for geographic representation. In: Guarino N (ed) Formal ontology in information systems. IOS Press, Amsterdam, pp 77–85

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  • Smith B (1995) Formal ontology, common sense and cognitive science. Int J Hum-Comput Stud 43:641–667

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  • W3C OWL ontology language reference. http://www.w3.org/TR/owl-ref

Recommended Reading

  • Raskin RG, Pan MJ (2005) Knowledge representation in the semantic web for earth and environmental terminology (SWEET). Comput Geosci 31:1119–1125

    Article  Google Scholar 

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Raskin, R. (2017). Knowledge Representation, Spatial. In: Shekhar, S., Xiong, H., Zhou, X. (eds) Encyclopedia of GIS. Springer, Cham. https://doi.org/10.1007/978-3-319-17885-1_671

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