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Subsumption in knowledge graphs

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Processing Declarative Knowledge (PDK 1991)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 567))

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Abstract

An important notion for representation formalisms of natural language semantics, is a subsumption hierarchy. Therefore a precise definition of subsumption is necessary. We shall argue that the usual solution of providing an extensional semantics and mapping subsumption onto set-inclusion, is not satisfactory. The problem is that extensions lose track of the structure. A better solution is used for conceptual graphs [13], where derivation rules define generalization.

In this paper we shall introduce knowledge graphs, and give a definition of subsumption, that does keep track of the structure. Moreover, because structural subsumption can be tested with a tractable algorithm, the fundamental tradeoff between expressiveness and complexity of inferences [10] does not occur.

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Harold Boley Michael M. Richter

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© 1991 Springer-Verlag Berlin Heidelberg

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Willems, M. (1991). Subsumption in knowledge graphs. In: Boley, H., Richter, M.M. (eds) Processing Declarative Knowledge. PDK 1991. Lecture Notes in Computer Science, vol 567. Springer, Berlin, Heidelberg. https://doi.org/10.1007/BFb0013521

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  • DOI: https://doi.org/10.1007/BFb0013521

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  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-55033-4

  • Online ISBN: 978-3-540-46667-3

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