Artikel
Machine learning in information systems - a bibliographic review and open research issues
Artificial Intelligence (AI) and Machine Learning (ML) are currently hot topics in industry and business practice, while management-oriented research disciplines seem reluctant to adopt these sophisticated data analytics methods as research instruments. Even the Information Systems (IS) discipline with its close connections to Computer Science seems to be conservative when conducting empirical research endeavors. To assess the magnitude of the problem and to understand its causes, we conducted a bibliographic review on publications in high-level IS journals. We reviewed 1,838 articles that matched corresponding keyword-queries in journals from the AIS senior scholar basket, Electronic Markets and Decision Support Systems (Ranked B). In addition, we conducted a survey among IS researchers (N = 110). Based on the findings from our sample we evaluate different potential causes that could explain why ML methods are rather underrepresented in top-tier journals and discuss how the IS discipline could successfully incorporate ML methods in research undertakings.
- Sprache
-
Englisch
- Erschienen in
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Journal: Electronic Markets ; ISSN: 1422-8890 ; Volume: 31 ; Year: 2021 ; Issue: 3 ; Pages: 643-670 ; Berlin, Heidelberg: Springer
- Klassifikation
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Ingenieurwissenschaften und Maschinenbau
- Thema
-
Machine learning
Artificial intelligence
Information systems
- Ereignis
-
Geistige Schöpfung
- (wer)
-
Abdel-Karim, Benjamin M.
Pfeuffer, Nicolas
Hinz, Oliver
- Ereignis
-
Veröffentlichung
- (wer)
-
Springer
- (wo)
-
Berlin, Heidelberg
- (wann)
-
2021
- DOI
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doi:10.1007/s12525-021-00459-2
- Letzte Aktualisierung
-
10.03.2025, 11:45 MEZ
Datenpartner
ZBW - Deutsche Zentralbibliothek für Wirtschaftswissenschaften - Leibniz-Informationszentrum Wirtschaft. Bei Fragen zum Objekt wenden Sie sich bitte an den Datenpartner.
Objekttyp
- Artikel
Beteiligte
- Abdel-Karim, Benjamin M.
- Pfeuffer, Nicolas
- Hinz, Oliver
- Springer
Entstanden
- 2021
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