On the Semantics of Concept Drift: Towards Formal Definitions of Semantic Change

A.S. Fokkens, S. ter Braake, E. Maks, D. Ceolin

Research output: Chapter in Book / Report / Conference proceedingConference contributionAcademicpeer-review

Abstract

Semantic change and concept drift are studied in many differentacademic fields. Different domains have different understandings ofwhat a concept and, thus, concept drift is making it harder for researchersto build upon work in other disciplines. In this paper, we aim to addressthis challenge and propose definitions for these phenomena which applyacross fields. We provide formal definitions and illustrate how conceptdrift and related phenomena can be modeled in RDF through the useof context. We explain and support the definitions through an examplefrom historical research and argue that a formal modeling of semanticchange in RDF can help to better interpret data.
Original languageEnglish
Title of host publicationProceedings of Drift-a-LOD
EditorsS. Darányi, L. Hollink, A. Meroño Peñuela, E. Kontopoulos
Place of PublicationBologna
Publication statusPublished - 2016

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Fokkens, A. S., ter Braake, S., Maks, E., & Ceolin, D. (2016). On the Semantics of Concept Drift: Towards Formal Definitions of Semantic Change. In S. Darányi, L. Hollink, A. Meroño Peñuela, & E. Kontopoulos (Eds.), Proceedings of Drift-a-LOD Bologna.
Fokkens, A.S. ; ter Braake, S. ; Maks, E. ; Ceolin, D. / On the Semantics of Concept Drift: Towards Formal Definitions of Semantic Change. Proceedings of Drift-a-LOD. editor / S. Darányi ; L. Hollink ; A. Meroño Peñuela ; E. Kontopoulos. Bologna, 2016.
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abstract = "Semantic change and concept drift are studied in many differentacademic fields. Different domains have different understandings ofwhat a concept and, thus, concept drift is making it harder for researchersto build upon work in other disciplines. In this paper, we aim to addressthis challenge and propose definitions for these phenomena which applyacross fields. We provide formal definitions and illustrate how conceptdrift and related phenomena can be modeled in RDF through the useof context. We explain and support the definitions through an examplefrom historical research and argue that a formal modeling of semanticchange in RDF can help to better interpret data.",
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year = "2016",
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Fokkens, AS, ter Braake, S, Maks, E & Ceolin, D 2016, On the Semantics of Concept Drift: Towards Formal Definitions of Semantic Change. in S Darányi, L Hollink, A Meroño Peñuela & E Kontopoulos (eds), Proceedings of Drift-a-LOD. Bologna.

On the Semantics of Concept Drift: Towards Formal Definitions of Semantic Change. / Fokkens, A.S.; ter Braake, S.; Maks, E.; Ceolin, D.

Proceedings of Drift-a-LOD. ed. / S. Darányi; L. Hollink; A. Meroño Peñuela; E. Kontopoulos. Bologna, 2016.

Research output: Chapter in Book / Report / Conference proceedingConference contributionAcademicpeer-review

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Fokkens AS, ter Braake S, Maks E, Ceolin D. On the Semantics of Concept Drift: Towards Formal Definitions of Semantic Change. In Darányi S, Hollink L, Meroño Peñuela A, Kontopoulos E, editors, Proceedings of Drift-a-LOD. Bologna. 2016