• search hit 3 of 177
Back to Result List

ECS: an interactive tool for data quality assurance

  • With the increasing capabilities of machine learning systems and their potential use in safety-critical systems, ensuring high-quality data is becoming increasingly important. In this paper, we present a novel approach for the assurance of data quality. For this purpose, the mathematical basics are first discussed and the approach is presented using multiple examples. This results in the detection of data points with potentially harmful properties for the use in safety-critical systems.

Export metadata

Additional Services

Share in Twitter Search Google Scholar
Metadaten
Author:Christian SieberichsORCiD, Simon GeerkensORCiD, Alexander BraunORCiD, Thomas Waschulzik
open access (DINI-Set):open_access
Qualitätssicherung:peer reviewed
open access :Hybrid - Subskriptionszeitschrift
agreement:DEAL Springer
Fachbereich/Einrichtung:Hochschule Düsseldorf / Fachbereich - Elektro- & Informationstechnik
Document Type:Article
Year of Completion:2024
Language of Publication:English
Publisher:Springer Nature
Parent Title (English):AI and Ethics
DOI:https://doi.org/10.1007/s43681-023-00393-3
ISSN:2730-5961
Tag:DEAL; DFG Publikationskosten; HSD Publikationsfonds
Data quality assurance; Data visulization; Distance based; Equivalence class sets
Funding institution:DFG / zentraler HSD-Publikationsfonds
Corresponding Author:Christian Sieberichs
Dewey Decimal Classification:6 Technik, Medizin, angewandte Wissenschaften / 62 Ingenieurwissenschaften / 620 Ingenieurwissenschaften und zugeordnete Tätigkeiten
Licence (German):Creative Commons - CC BY - Namensnennung 4.0 International
Release Date:2024/01/10
Note:
Funded by the Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) - 532148125 and supported by the central publication fund of Hochschule Düsseldorf University of Applied Sciences

Data availability declaration:
All data that support the findings of this scientific publication are available within this paper and/or its supplementary information files/materials. Otherwise: The data that support the findings of this scientific publication are available from the corresponding author upon reasonable request.
Accept ✔
Diese Webseite verwendet technisch erforderliche Session-Cookies. Durch die weitere Nutzung der Webseite stimmen Sie diesem zu. Unsere Datenschutzerklärung finden Sie hier.