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Abstract
Digitalization in enterprises enables the application of artificial intelligence, especially machine learning. One area of use for artificial intelligence
is in the creation of an insolvency forecast for companies. With a literature review, the current status on the usage of artificial intelligence in insolvency forecasting is presented. For this purpose, the two databases Scopus and Web of
Science are searched for scientific papers on the topic of artificial intelligence
and corporate insolvencies to get an up-to-date impression of the status quo.
A particular focus is placed on small and medium-sized companies. It is shown
that artificial intelligence methods provide better results compared to classical
methods. The research reveals that the most important algorithms related to
the prediction of potential corporate insolvency are artificial neural networks,
decision trees and support vector machines as well as hybrid models.
is in the creation of an insolvency forecast for companies. With a literature review, the current status on the usage of artificial intelligence in insolvency forecasting is presented. For this purpose, the two databases Scopus and Web of
Science are searched for scientific papers on the topic of artificial intelligence
and corporate insolvencies to get an up-to-date impression of the status quo.
A particular focus is placed on small and medium-sized companies. It is shown
that artificial intelligence methods provide better results compared to classical
methods. The research reveals that the most important algorithms related to
the prediction of potential corporate insolvency are artificial neural networks,
decision trees and support vector machines as well as hybrid models.
Titel in Übersetzung | Der Einsatz von KI zur Insolvenzvermeidung in KMU: Identifikation von häufig genutzten Algorithmen basierend auf einer Literaturrecherche |
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Originalsprache | englisch |
Titel | Leadership, Innovation, Management and Economics: Integrated Politics of Research |
Untertitel | Selected Papers |
Erscheinungsort | Belgrade |
Herausgeber (Verlag) | Association of Economists and Managers of the Balkans |
Seiten | 27-41 |
Seitenumfang | 16 |
Band | 2021 |
ISBN (Print) | 978-86-80194-53-0 |
DOIs | |
Publikationsstatus | Veröffentlicht - 5 Mai 2022 |
Veranstaltung | LIMEN 2021: 7th International Scientific-Business Conference on Leadership, Innovation, Management and Economics: Integrated Politics of Research - Graz, Austria/Online-virtual, Graz, Österreich Dauer: 16 Dez. 2021 → 16 Dez. 2021 http://www.limen-conference.com |
Konferenz
Konferenz | LIMEN 2021: 7th International Scientific-Business Conference on Leadership, Innovation, Management and Economics |
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Land/Gebiet | Österreich |
Ort | Graz |
Zeitraum | 16/12/21 → 16/12/21 |
Internetadresse |
Schlagwörter
- Corporate insolvencies
- Corporate bankruptcy
- Artificial intelligence
- Small and Medium-sized Companies
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- 1 Vortrag bei Konferenz oder Fachtagung
-
The use of AI in SME to prevent corporate insolvency: A systematic literature review
Raphael Krebs (Redner/in) & Rudolf Grünbichler (Redner/in)
16 Dez. 2021Aktivität: Vortrag oder Präsentation › Vortrag bei Konferenz oder Fachtagung › Science to science
Auszeichnungen
-
Best Paper Award (LIMEN 2021)
Grünbichler, Rudolf (Empfänger/-in) & Krebs, Raphael (Empfänger/-in), 16 Dez. 2021
Auszeichnung: Preise / Medaillen / Ehrungen
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