Publications

Enabling inter-organizational analytics in business networks through meta machine learning
Hirt, R.; Kühl, N.; Martin, D.; Satzger, G.
2023. Information technology and management. doi:10.1007/s10799-023-00399-7

How to Conduct Rigorous Supervised Machine Learning in Information Systems Research: The Supervised Machine Learning Reportcard
Kühl, N.; Hirt, R.; Baier, L.; Schmitz, B.; Satzger, G.
2021. Communications of the Association for Information Systems, 48, 589–615. doi:10.17705/1CAIS.04845

Sequential Transfer Machine Learning in Networks: Measuring the Impact of Data and Neural Net Similarity on Transferability
Hirt, R.; Srivastava, A.; Berg, C.; Kühl, N.
2021. Hawaii International Conference on Systems Sciences (HICSS-54), January 5-8, 2021, 7078–7087, University of Hawai’i at Manoa. doi:10.24251/HICSS.2021.851

How to Learn from Others: Transfer Machine Learning with Additive Regression Models to Improve Sales Forecasting
Hirt, R.; Kühl, N.; Peker, Y.; Satzger, G.
2020. 22nd IEEE Conference on Business Informatics, CBI 2020, Antwerp, Belgium, 22 - 24 June 2020, 20–29, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/CBI49978.2020.00010

A network-based transfer learning approach to improve sales forecasting of new products
Karb, T.; Kühl, N.; Hirt, R.; Glivici-Cotruță, V.
2020. European Conference on Information Systems (ECIS) - Marrakech, Marocco, June 15 - 17, 2020

Half-empty or half-full? A Hybrid Approach to Predict Recycling Behavior of Consumers to Increase Reverse Vending Machine Uptime
Walk, J.; Hirt, R.; Kühl, N.; Hersløv, E. R.
2020. Exploring Service Science : 10th International Conference on Exploring Service Science, IESS 2020, Porto, Portugal, February 05-07, 2020. Proceedings. Ed.: H. Nóvoa, Springer International Publishing. doi:10.1007/978-3-030-38724-2_8

Supervised machine learning in service systems: deriving insights from distributed data. PhD dissertation
Hirt, R.
2019. Karlsruher Institut für Technologie (KIT)

Cognitive computing for customer profiling: meta classification for gender prediction
Hirt, R.; Kühl, N.; Satzger, G.
2019. Electronic markets, 29 (1), 93–106. doi:10.1007/s12525-019-00336-z

Service Systems, Smart Service Systems and Cyber-Physical Systems—What’s the difference? Towards a Unified Terminology
Martin, D.; Hirt, R.; Kühl, N.
2019. 14. Internationale Tagung Wirtschaftsinformatik 2019 (WI 2019), Siegen, Germany, February 24-27

Machine Learning in Artificial Intelligence: Towards a Common Understanding [in press]
Kühl, N.; Goutier, M.; Hirt, R.; Satzger, G.
2019. Hawaii International Conference on System Sciences (HICSS-52), Grand Wailea, Maui, Hawaii, Januar 8-11, 2019

How to Learn from Others? A Research Agenda on Transfer Machine Learning for Sales Forecasting
Hirt, R.; Kühl, N.
2019, February 19. MIT-IBM Watson AI Lab (2019), Cambridge, MA, USA, March 19, 2019

Cognition in the Era of Smart Service Systems: Inter-organizational Analytics through Meta and Transfer Learning
Hirt, R.; Kühl, N.
2018. 39th International Conference on Information Systems, ICIS 2018; San Francisco Marriott MarquisSan Francisco; United States; 13 December 2018 through 16 December 2018, AIS eLibrary (AISeL)

Towards Service-oriented Cognitive Analytics for Smart Service Systems
Hirt, R.; Kühl, N.; Schmitz, B.; Satzger, G.
2018. Hawaii International Conference on System Sciences (HICSS-51), Waikoloa Village, Hawaii, United States, 3rd - 6th January 2018

How to Cope With Incomplete Prediction Input? A Categorization of Techniques For Realizing Robust Analytics for Smart Service Systems
Hirt, R.
2017. 3rd Karlsruhe Service Summit Research Workshop, Karlsruhe, Germany, 21st - 22nd September 2017

Abbildung kognitiver Fähigkeiten mit Metamodellen
Hirt, R.; Kühl, N.
2017. INFORMATIK 2017, 47. Jahrestagung der Gesellschaft für Informatik, Chemnitz, Deutschland, 25. - 29. September 2017. Hrsg.: Maximilian Eib, 2301–2307, Gesellschaft für Informatik (GI). doi:10.18420/in2017_231

An End-to-End Process Model for Supervised Machine Learning Classification : From Problem to Deployment in Information Systems
Hirt, R.; Kühl, N.; Satzger, G.
2017. Designing the Digital Transformation, DESRIST 2017 Research in Progress Proceedings of the 12th International Conference on Design Science Research in Information Systems and Technology, Karlsruhe, Germany, 30th May - 1st June 2017. Ed.: A. Mädche, 55–63, Karlsruher Institut für Technologie (KIT)