Simple-ML: Towards a Framework for Semantic Data Analytics Workflows

Gottschalk, Simon; Tempelmeier, Nicolas; Kniesel, Günter; Iosifidis, Vasileios; Fetahu, Besnik; Demidova, Elena

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dc.identifier.uri	http://dx.doi.org/10.15488/10234
dc.identifier.uri	https://www.repo.uni-hannover.de/handle/123456789/10306
dc.contributor.author	Gottschalk, Simon
dc.contributor.author	Tempelmeier, Nicolas
dc.contributor.author	Kniesel, Günter
dc.contributor.author	Iosifidis, Vasileios
dc.contributor.author	Fetahu, Besnik
dc.contributor.author	Demidova, Elena
dc.contributor.editor	Acosta, Maribel
dc.contributor.editor	Cudré-Mauroux, Philippe
dc.contributor.editor	Maleshkova, Maria
dc.contributor.editor	Pellegrini, Tassilo
dc.contributor.editor	Sack, Harald
dc.contributor.editor	Sure-Vetter, York
dc.date.accessioned	2020-12-02T13:04:27Z
dc.date.available	2020-12-02T13:04:27Z
dc.date.issued	2019
dc.identifier.citation	Gottschalk, S.; Tempelmeier, N.; Kniesel, G.; Iosifidis, V.; Fetahu, B. et al.: Simple-ML: Towards a Framework for Semantic Data Analytics Workflows. In: Acosta, M.; Cudré-Mauroux, P.; Maleshkova, M.; Pellegrini, T.; Sack, H.; Sure-Vetter, Y. (Eds.): Semantic Systems. The Power of AI and Knowledge Graphs. Heidelberg : Springer Verlag, 2019 (Lecture Notes in Computer Science ; 11702), S. 359-366. DOI: https://doi.org/10.1007/978-3-030-33220-4_26
dc.description.abstract	In this paper we present the Simple-ML framework that we develop to support efficient configuration, robustness and reusability of data analytics workflows through the adoption of semantic technologies. We present semantic data models that lay the foundation for the framework development and discuss the data analytics workflows based on these models. Furthermore, we present an example instantiation of the Simple-ML data models for a real-world use case in the mobility domain. © 2019, The Author(s).	eng
dc.language.iso	eng
dc.publisher	Heidelberg : Springer Verlag
dc.relation.ispartof	Semantic Systems. The Power of AI and Knowledge Graphs	eng
dc.relation.ispartofseries	Lecture Notes in Computer Science ; 11702
dc.rights	CC BY 4.0 Unported
dc.rights.uri	https://creativecommons.org/licenses/by/4.0/
dc.subject	Reusability	eng
dc.subject	Semantics	eng
dc.subject	Framework development	eng
dc.subject	Real-world	eng
dc.subject	Semantic data model	eng
dc.subject	Semantic technologies	eng
dc.subject	Work-flows	eng
dc.subject	Data Analytics	eng
dc.subject.classification	Konferenzschrift	ger
dc.subject.ddc	004 \| Informatik	ger
dc.title	Simple-ML: Towards a Framework for Semantic Data Analytics Workflows
dc.type	BookPart
dc.type	Text
dc.relation.isbn	978-3-030-33219-8
dc.relation.isbn	978-3-030-33220-4
dc.relation.issn	0302-9743
dc.relation.doi	https://doi.org/10.1007/978-3-030-33220-4_26
dc.bibliographicCitation.firstPage	359
dc.bibliographicCitation.lastPage	366
dc.description.version	publishedVersion
tib.accessRights	frei zug�nglich