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WeightNameValue
1000 Titel
  • Working Towards Understanding the Role of FAIR for Machine Learning
1000 Autor/in
  1. Katz, Daniel S. |
  2. Psomopoulos, Fotis |
  3. Castro, Leyla Jael |
1000 Erscheinungsjahr 2021
1000 Publikationstyp
  1. Kongressschrift |
1000 Online veröffentlicht
  • 2021-11-02
1000 Erschienen in
1000 Quellenangabe
  • p. 1-6
1000 FRL-Sammlung
1000 Übergeordneter Kongress
1000 Lizenz
1000 Publikationsstatus
1000 Begutachtungsstatus
1000 Sprache der Publikation
1000 Abstract/Summary
  • The FAIR Guiding Principles aim to improve findability, accessibility, interoperability and reusability for both humans and machines, initially aimed at scientific data, but also intended to apply to all sorts of research digital objects, with recent developments about their modification and application to software and computational workflows. In this position paper we argue that the FAIR principles also can apply to machine learning tools and models, though a direct application is not always possible as machine learning combines aspects of data and software. Here we discuss some of the elements of machine learning that lead to the need for some adaptation of the original FAIR principles, along with stakeholders that would benefit from this adaptation. We introduce the initial steps towards this adaptation, i.e., creating a community around it, some possible benefits beyond FAIR, and some of the open questions that such a community could tackle.
1000 Sacherschließung
lokal Machine Learning
lokal Metadata
lokal FAIR
1000 Fächerklassifikation (DDC)
1000 DOI 10.4126/FRL01-006429415 |
1000 Liste der Beteiligten
  1. https://orcid.org/0000-0001-5934-7525|https://orcid.org/0000-0002-0222-4273|https://orcid.org/0000-0003-3986-0510
1000 Label
1000 Fördernummer
  1. -
1000 Förderprogramm
  1. -
1000 Dateien
1000 Objektart article
1000 Beschrieben durch
1000 @id frl:6429415.rdf
1000 Erstellt am 2021-09-20T09:00:06.233+0200
1000 Erstellt von 25
1000 beschreibt frl:6429415
1000 Bearbeitet von 25
1000 Zuletzt bearbeitet Tue Nov 02 08:32:11 CET 2021
1000 Objekt bearb. Tue Nov 02 08:32:10 CET 2021
1000 Vgl. frl:6429415
1000 Oai Id
  1. oai:frl.publisso.de:frl:6429415 |
1000 Sichtbarkeit Metadaten public
1000 Sichtbarkeit Daten public
1000 Gegenstand von

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