niklas_kuehl

Prof. Dr. Niklas Kühl

  • Kaiserstr. 89

    D - 76133 Karlsruhe

Curriculum Vitae

Publications


2025
Journal Articles
2024
Journal Articles
The Impact of Imperfect XAI on Human-AI Decision-Making
Morrison, K.; Spitzer, P.; Turri, V.; Feng, M.; Kühl, N.; Perer, A.
2024. Proceedings of the ACM on human-computer interaction ShareExport/share the publication
Data-Centric Artificial Intelligence
Jakubik, J.; Vössing, M.; Kühl, N.; Walk, J.; Satzger, G.
2024. Business & information systems engineering, 66 (4), 507–515. doi:10.1007/s12599-024-00857-8Full textFull text of the publication as PDF documentShareExport/share the publication
Conference Papers
Looking Through the Deep Glasses: How Large Language Models Enhance Explainability of Deep Learning Models
Spitzer, P.; Celis, S.; Martin, D.; Kühl, N.; Satzger, G.
2024. MuC ’24: Proceedings of Mensch und Computer 2024. Ed. A. Maedche, 566–570, Association for Computing Machinery (ACM). doi:10.1145/3670653.3677488Full textFull text of the publication as PDF documentShareExport/share the publication
(X) AI as a Teacher: Learning with Explainable Artificial Intelligence
Spitzer, P.; Goutier, M.; Kühl, N.; Satzger, G.
2024. MuC ’24: Proceedings of Mensch und Computer 2024. Ed.: A. Maedche, 571–576, Association for Computing Machinery (ACM). doi:10.1145/3670653.3677504ShareExport/share the publication
Redefining the Laparoscopic Spatial Sense: AI-Based Intra- and Postoperative Measurement from Stereoimages
Müller, L.; Hemmer, P.; Queisner, M.; Sauer, I.; Allmendinger, S.; Jakubik, J.; Vössing, M.; Kühl, N.
2024. Th 38th AAAI Conference on Artificial Intelligence (AAAI-24), Vancouver, 20th -27th February 2024, 22948–22954, AAAI Press ShareExport/share the publication
Navigating the Synthetic Realm: Harnessing Diffusion-Based Models for Laparoscopic Text-to-Image Generation
Allmendinger, S.; Hemmer, P.; Queisner, M.; Sauer, I.; Müller, L.; Jakubik, J.; Vössing, M.; Kühl, N.
2024. AI for Health Equity and Fairness : Leveraging AI to Address Social Determinants of Health, Hrsg.: Arash Shaban-Nejad, Martin Michalowski, Simone Bianco, 31–46, Springer International Publishing ShareExport/share the publication
Understanding Data Understanding: A Framework to Navigate the Intricacies of Data Analytics
Holstein, J.; Spitzer, P.; Hoell, M.; Vössing, M.; Kühl, N.
2024. Proceedings of the 32nd European Conference on Information Systems (ECIS 2024), Association for Information Systems (AIS) Full textFull text of the publication as PDF documentShareExport/share the publication
Book Chapters
Navigating the Synthetic Realm: Harnessing Diffusion-Based Models for Laparoscopic Text-to-Image Generation
Allmendinger, S.; Hemmer, P.; Queisner, M.; Sauer, I.; Müller, L.; Jakubik, J.; Vössing, M.; Kühl, N.
2024. AI for Health Equity and Fairness – Leveraging AI to Address Social Determinants of Health. Ed.: A. Shaban-Nejad, 31 – 46, Springer Nature Switzerland. doi:10.1007/978-3-031-63592-2_4ShareExport/share the publication
Reports/Preprints
(Generative) AI Competencies for Future-Proof Graduates : Inspiration for Higher Education Institutions
Gimpel, H.; Gutheil, N.; Mayer, V.; Bandtel, M.; Büttgen, M.; Decker, S.; Eymann, T.; Feulner, S.; Kaya, M. F.; Kufner, M.; Kühl, N.; Lämmermann, L.; Maedche, A.; Ruiner, C.; Schoop, M.; Urbach, N.
2024. Universität Hohenheim. doi:10.5281/zenodo.10680210Full textFull text of the publication as PDF documentShareExport/share the publication
2023
Journal Articles
ML-Based Teaching Systems: A Conceptual Framework
Spitzer, P.; Kühl, N.; Heinz, D.; Satzger, G.
2023. Proceedings of the ACM on Human-Computer Interaction, 7 (CSCW2), Art.-Nr.: 348. doi:10.1145/3610197ShareExport/share the publication
Conference Papers
Towards Effective Human-AI Decision-Making: The Role of Human Learning in Appropriate Reliance on AI Advice
Schemmer, M.; Bartos, A.; Spitzer, P.; Hemmer, P.; Liebschner, J.; Satzger, G.; Kühl, N.
2023. International Conference on Information Systems, 17 S. doi:10.48550/arXiv.2310.02108Full textFull text of the publication as PDF documentShareExport/share the publication
Toward Foundation Models for Earth Monitoring: Generalizable Deep Learning Models for Natural Hazard Segmentation
Jakubik, J.; Muszynski, M.; Vössing, M.; Kühl, N.; Brunschwiler, T.
2023. IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2023), 5638–5641, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/IGARSS52108.2023.10282643ShareExport/share the publication
On the Interdependence of Reliance Behavior and Accuracy in AI-Assisted Decision-Making
Schoeffer, J.; Jakubik, J.; Voessing, M.; Kuehl, N.; Satzger, G.
2023. HHAI 2023: Augmenting Human Intellect – Proceedings of the Second International Conference on Hybrid Human-Artificial Intelligence. Ed.: P. Lukowicz, IOS Press. doi:10.3233/FAIA230074Full textFull text of the publication as PDF documentShareExport/share the publication
Conceptualizing a Multi-Sided Platform for Cloud Computing Resource Trading
Haller, F.; Schemmer, M.; Kühl, N.; Holtmann, C.
2023. Proceedings of the 31st European Conference on Information Systems (ECIS), Kristiansand, Norway, June 11 - 16, 2023, Association for Information Systems (AIS) ShareExport/share the publication
Appropriate Reliance on AI Advice: Conceptualization and the Effect of Explanations
Schemmer, M.; Kühl, N.; Benz, C.; Bartos, A.; Satzger, G.
2023. IUI ’23: Proceedings of the 28th International Conference on Intelligent User Interfaces, 410–422, Association for Computing Machinery (ACM). doi:10.1145/3581641.3584066ShareExport/share the publication
On the Perception of Difficulty: Differences between Humans and AI
Spitzer, P.; Holstein, J.; Vössing, M.; Kühl, N.
2023. AutomationXP23: Intervening, Teaming, Delegating Creating Engaging Automation Experiences, CEUR-WS.org. doi:10.48550/arXiv.2304.09803Full textFull text of the publication as PDF documentShareExport/share the publication
Learning to Defer with Limited Expert Predictions
Hemmer, P.; Thede, L.; Vössing, M.; Jakubik, J.; Kühl, N.
2023. Proceedings of the 37th AAAI Conference on Artificial Intelligence, Washington, DC, February 7-14, 2023 ShareExport/share the publication
Deep Domain Adaptation for Detecting Bomb Craters in Aerial Images
Geiger, M.; Martin, D.; Kühl, N.
2023. 56th Hawaii International Conference on System Sciences, 825–834, IEEE Computer Society ShareExport/share the publication
Detecting Concept Drift With Neural Network Model Uncertainty
Baier, L.; Schlör, T.; Schöffer, J.; Kühl, N.
2023. 56th Hawaii International Conference on System Sciences ShareExport/share the publication
Book Chapters
An Empirical Evaluation of Predicted Outcomes as Explanations in Human-AI Decision-Making
Jakubik, J.; Schöffer, J.; Hoge, V.; Vössing, M.; Kühl, N.
2023. Machine Learning and Principles and Practice of Knowledge Discovery in Databases – International Workshops of ECML PKDD 2022, Grenoble, France, September 19–23, 2022, Proceedings, Part I. Ed.: I. Koprinska, 353–368, Springer Nature Switzerland. doi:10.1007/978-3-031-23618-1_24ShareExport/share the publication
Posters
Learning through XAI: The Role of Learning Systems for Organizations
Spitzer, P.; Kühl, N.; Goutier, M.; Satzger, G.
2023, December 10. 44th International Conference on Information Systems (ICIS 2023), Hyderabad, India, December 10–13, 2023 ShareExport/share the publication
2022
Journal Articles
Human vs. supervised machine learning: Who learns patterns faster?
Kühl, N.; Goutier, M.; Baier, L.; Wolff, C.; Martin, D.
2022. Cognitive systems research, 76, 78–92. doi:10.1016/j.cogsys.2022.09.002ShareExport/share the publication
The cost of fairness in AI: Evidence from e-commerce
Zahn, M. von; Feuerriegel, S.; Kühl, N.
2022. Business & information systems engineering, 64, 335–348. doi:10.1007/s12599-021-00716-wShareExport/share the publication
Conference Papers
A Meta-Analysis of the Utility of Explainable Artificial Intelligence in Human-AI Decision-Making
Schemmer, M.; Hemmer, P.; Nitsche, M.; Kühl, N.; Vössing, M.
2022. Proceedings of the 2022 AAAI/ACM Conference on AI, Ethics, and Society, 1st-3rd August, 2022, Oxford. Ed. Vincent Conitzer, 617–626, Association for Computing Machinery (ACM). doi:10.1145/3514094.3534128ShareExport/share the publication
Factors that Influence the Adoption of Human-AI Collaboration in Clinical Decision-Making
Hemmer, P.; Schemmer, M.; Riefle, L.; Rosellen, N.; Vössing, M.; Kühl, N.
2022. Proceedings of the 30th European Conference on Information Systems (ECIS), Timișoara, RO, June 18 - 24, 2022, Association for Information Systems (AIS) ShareExport/share the publication
Design and Evaluation of an Anti-Phishing Artifact Based on Useful Transparency
Beckmann, C.; Berens, B.; Kühl, N.; Mayer, P.; Mossano, M.; Volkamer, M.
2022. International Workshop on Socio-Technical Aspects in Security Full textFull text of the publication as PDF documentShareExport/share the publication
An Empirical Evaluation of Estimated Outcomes as Explanations in Human-AI Decision-Making
Jakubik, J.; Schöffer, J.; Hoge, V.; Vössing, M.; Kühl, N.
2022. European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases ShareExport/share the publication
Training Novices: The Role of Human-AI Collaboration and Knowledge Transfer
Spitzer, P.; Kühl, N.; Goutier, M.
2022. Workshop on Human-Machine Collaboration and Teaming (HM-CaT 2022), 23rd July, Baltimore. doi:10.48550/arXiv.2207.00497ShareExport/share the publication
Driver state prediction from vehicle signals: An evaluation of segmentation approaches
Maritsch, M.; Koch, K.; Thomsen, H.; Kühl, N.; Pfäffli, M.; Weinmann, W.; Wortmann, F.
2022. IEEE 25th International Conference on Intelligent Transportation Systems (ITSC), 1106–1113, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/ITSC55140.2022.9922011ShareExport/share the publication
"There Is Not Enough Information": On the Effects of Explanations on Perceptions of Informational Fairness and Trustworthiness in Automated Decision-Making
Schöffer, J.; Kühl, N.; Machowski, Y.
2022. FAccT ’22: 2022 ACM Conference on Fairness, Accountability, and Transparency, Seoul Republic of Korea June 21 - 24, 2022, 1616–1628, Association for Computing Machinery (ACM). doi:10.1145/3531146.3533218Full textFull text of the publication as PDF documentShareExport/share the publication
On the Relationship Between Explanations, Fairness Perceptions, and Decisions
Schoeffer, J.; De-Arteaga, M.; Kuehl, N.
2022. ACM CHI Workshop on Human-Centered Explainable AI (HCXAI), 12.-13. Mai 2022 Full textFull text of the publication as PDF documentShareExport/share the publication
Designing Resilient AI-based Robo-Advisors: A Prototype for Real Estate Appraisal
Schemmer, M.; Hemmer, P.; Kühl, N.; Schäfer, S.
2022. 17th International Conference on Design Science Research in Information Systems and Technology, 1st - 3rd June 2022, St. Petersburg, FL, USA Full textFull text of the publication as PDF documentShareExport/share the publication
On the Influence of Explainable AI on Automation Bias
Schemmer, M.; Kühl, N.; Benz, C.; Satzger, G.
2022. Proceedings of the 30th European Conference on Information Systems (ECIS), Timișoara, RO, June 18 - 24, 2022, Association for Information Systems (AIS) ShareExport/share the publication
Perceptions of Fairness and Trustworthiness Based on Explanations in Human vs. Automated Decision-Making
Schoeffer, J.; Machowski, Y.; Kühl, N.
2022. Proceedings of the 55th Hawaii International Conference on System Sciences (HICSS) : January 4-7, 2022, Hyatt Regency Maui, Hawaii, USA, 1095–1102, University of Hawai’i at Manoa / Hamilton Library. doi:10.24251/hicss.2022.134Full textFull text of the publication as PDF documentShareExport/share the publication
Utilizing Active Machine Learning for Quality Assurance: A Case Study of Virtual Car Renderings in the Automotive Industry
Hemmer, P.; Kühl, N.; Schöffer, J.
2022. Proceedings of the Hawaii International Conference on Systems Sciences (HICSS-55) ShareExport/share the publication
Deep Learning Strategies for Industrial Surface Defect Detection Systems
Martin, D.; Heinzel, S.; Kunze von Bischhoffshausen, J.; Kühl, N.
2022. Proceedings of the Hawaii International Conference on Systems Sciences (HICSS-55) Full textFull text of the publication as PDF documentShareExport/share the publication
Intelligent Decision Assistance Versus Automated Decision-Making: Enhancing Knowledge Work Through Explainable Artificial Intelligence
Schemmer, M.; Kühl, N.; Satzger, G.
2022. Proceedings of the Hawaii International Conference on Systems Sciences (HICSS-55) , 1490–1499, IEEE Computer Society ShareExport/share the publication
Fake or Credible? Towards Designing Services to Support Users’ Credibility Assessment of News Content
Bunde, E.; Kühl, N.; Meske, C.
2022. Proceedings of the Hawaii International Conference on Systems Sciences (HICSS-55), 1883–1892, IEEE Computer Society ShareExport/share the publication
What to Prioritize? Natural Language Processing for the Development of a Modern Bug Tracking Solution in Hardware Development
Do Thi, T. H.; Dobler, M.; Kühl, N.
2022. Proceedings of the Hawaii International Conference on Systems Sciences (HICSS-55), 798–807, IEEE Computer Society ShareExport/share the publication
Increasing Robustness for Machine Learning Services in Challenging Environments: Limited Resources and No Label Feedback
Baier, L.; Kühl, N.; Schmitt, J.
2022. Intelligent systems and applications. Vol. 1. Ed.: K. Arai, 837–856, Springer International Publishing. doi:10.1007/978-3-030-82193-7_57ShareExport/share the publication
Book Chapters
Technische Bildungsangebote für Geflüchtete : Der Verein Education for Refugees
Kühl, N.; Lehner, J.
2022. 50 Jahre AIFB - Von 1971 - 2021. Hrsg.: W. Stucky, 211–213, Karlsruher Institut für Technologie (KIT) ShareExport/share the publication
Presentations
Towards ML products: MLOps & Complementarity
Kühl, N.
2022, November 4. Healthy AI Lab at Chalmers University of Technology (2022), Gothenburg, Sweden, November 4, 2022 ShareExport/share the publication
Human-AI Complementarity
Kühl, N.
2022, March 3. University of Texas (2022), Austin, TX, USA, March 3, 2022 ShareExport/share the publication
Reports/Preprints
2021
Journal Articles
Virtual Sensors
Martin, D.; Kühl, N.; Satzger, G.
2021. Business & information systems engineering, 63 (3), 315–323. doi:10.1007/s12599-021-00689-wFull textFull text of the publication as PDF documentShareExport/share the publication
Will the Customers Be Happy? Identifying Unsatisfied Customers from Service Encounter Data
Baier, L.; Kühl, N.; Schüritz, R.; Satzger, G.
2021. Journal of service management, 32 (2), 265–288. doi:10.1108/JOSM-06-2019-0173ShareExport/share the publication
Conference Papers
Appropriate Fairness Perceptions? On the Effectiveness of Explanations in Enabling People to Assess the Fairness of Automated Decision Systems
Schoeffer, J.; Kuehl, N.
2021. Companion Publication of the 2021 Conference on Computer Supported Cooperative Work and Social Computing (CSCW ’21 Companion), October 23–27, 2021, Virtual Event, USA. Ed.: J. Birnholtz, 153–157, Association for Computing Machinery (ACM). doi:10.1145/3462204.3481742ShareExport/share the publication
Towards a Reference Architecture for Future Industrial Internet of Things Networks
Martin, D.; Kühl, N.; Schwenk, M.
2021. Proceedings : 2021 IEEE 23rd Conference on Business Informatics, CBI 2021, Virtual Conference 1-3 September 2021, Volume 2 – CBI Forum and Workshop Papers. Ed.: J.P.A. Almeida, 1–9, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/CBI52690.2021.10049Full textFull text of the publication as PDF documentShareExport/share the publication
Human-AI Complementarity in Hybrid Intelligence Systems: A Structured Literature Review
Hemmer, P.; Schemmer, M.; Vössing, M.; Kühl, N.
2021. PACIS 2021 Proceedings ShareExport/share the publication
A Picture is Worth a Collaboration: Accumulating Design Knowledge for Computer-Vision-based Hybrid Intelligence Systems
Zschech, P.; Walk, J.; Heinrich, K.; Vössing, M.; Kühl, N.
2021. 29th European Conference on Information Systems (ECIS 2021), June 14 - 16, 2021 - Marrackech, Morocco Full textFull text of the publication as PDF documentShareExport/share the publication
Conceptualizing Digital Resilience for AI-Based Information Systems
Schemmer, M.; Heinz, D.; Baier, L.; Vössing, M.; Kühl, N.
2021. Proceedings of the 29th European Conference on Information Systems (ECIS), June 14 - 16, 2021 Full textFull text of the publication as PDF documentShareExport/share the publication
A Study on Fairness and Trust Perceptions in Automated Decision Making
Schöffer, J.; Machowski, Y.; Kühl, N.
2021. Joint Proceedings of the ACM IUI 2021 Workshops, April 13–17, 2021, College Station, USA, 170005, RWTH Aachen Full textFull text of the publication as PDF documentShareExport/share the publication
A Ranking Approach to Fair Classification
Schöffer, J.; Kühl, N.; Valera, I.
2021. COMPASS ’21: Proceedings of the 4th ACM SIGCAS Conference on Computing and Sustainable Societies, June 28 - July 2, 2021, Virtual Event, Australia, 115–125, Association for Computing Machinery (ACM). doi:10.1145/3460112.3471950ShareExport/share the publication
AI-based Resource Allocation: Reinforcement Learning for Adaptive Auto-scaling in Serverless Environments
Schuler, L.; Jamil, S.; Kühl, N.
2021. STEERS Workshop of the 21th IEEE/ACM International Symposium on Cluster, Cloud and Internet Computing (CCGrid 2021). doi:10.1109/CCGrid51090.2021.00098ShareExport/share the publication
Designing Chemical Emergency Response Systems Based on Open Data
Enders, T.; Kühl, N.; Walk, J.; Muff, M.
2021. Hawaii International Conference on Systems Sciences (HICSS-54), January 5-8, 2021 ShareExport/share the publication
Switching Scheme: A Novel Approach for Handling Incremental Concept Drift in Real-World Data Sets
Baier, L.; Kellner, V.; Kühl, N.; Satzger, G.
2021. Hawaii International Conference on Systems Sciences (HICSS-54), January 5-8, 2021 ShareExport/share the publication
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.2021.851Full textFull text of the publication as PDF documentShareExport/share the publication
“Healthy surveillance”: Designing a concept for privacy-preserving mask recognition AI in the age of pandemics
Kühl, N.; Martin, D.; Wolff, C.; Volkamer, M.
2021. Hawaii International Conference on Systems Sciences (HICSS-54), January 5-8, 2021, 1–10 Full textFull text of the publication as PDF documentShareExport/share the publication
An Uncertainty-based Human-in-the-loop System for Industrial Tool Wear Analysis
Treiss, A.; Walk, J.; Kühl, N.
2021. Machine Learning and Knowledge Discovery in Databases. Applied Data Science and Demo Track: European Conference, ECML PKDD 2020, Ghent, Belgium, September 14–18, 2020, Proceedings, Part V. Ed.: Y. Dong, 85–100, Springer. doi:10.1007/978-3-030-67670-4_6Full textFull text of the publication as PDF documentShareExport/share the publication
Book Chapters
Artificial Intelligence for Healthcare Logistics: An Overview and Research Agenda
Reuter-Opperman, M.; Kühl, N.
2021. Artificial Intelligence and Data Mining in Healthcare. Ed.: M. Masmoudi, 1–22, Springer International Publishing ShareExport/share the publication
Presentations
Transparency in Human-Computer Collaboration: Should I Know What My Computer Is Thinking?
Vössing, M.; Kühl, N.; Satzger, G.
2021, July 10. Frontiers in Service Conference (2021), Online, July 9–10, 2021 ShareExport/share the publication
2020
Conference Papers
Utilizing Adaptive AI-based Information Systems to Analyze the Effectiveness of Policy Measures in the Fight of COVID-19
Baier, L.; Schöffer, J.; Kühl, N.
2020. ICIS 2020 – Making Digital Inclusive: Blending the Local and the Global : December 13-16, 2020 ShareExport/share the publication
DEAL: Deep Evidential Active Learning for Image Classification
Hemmer, P.; Kühl, N.; Schöffer, J.
2020. 19th IEEE International Conference On Machine Learning And Applications, December, Miami, Florida, December 14-17, 2020, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/ICMLA51294.2020.00141ShareExport/share the publication
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/CBI49978.2020.00010ShareExport/share the publication
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 ShareExport/share the publication
Handling Concept Drift for Predictions in Business Process Mining
Baier, L.; Reimold, J.; Kühl, N.
2020. 2020 IEEE 22nd Conference on Business Informatics : CBI 2020 : Antwerp, Belgium, 22-24 June 2020 : proceedings. Vol. 1, 76–83, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/CBI49978.2020.00016Full textFull text of the publication as PDF documentShareExport/share the publication
Engineering Industrial Service Systems : Design and Evaluation of System-Oriented Service Delivery
Wolff, C.; Kühl, N.; Satzger, G.
2020. Designing for Digital Transformation. Co-Creating Services with Citizens and Industry: 15th International Conference on Design Science Research in Information Systems and Technology, DESRIST 2020, Kristiansand, Norway, December 2–4, 2020, Proceedings. Ed.: S. Hofmann, 407–419, Springer. doi:10.1007/978-3-030-64823-7_39ShareExport/share the publication
System-wide Learning in Cyber-Physical Service Systems: A Research Agenda
Martin, D.; Kühl, N.; Bischhoffshausen, J. K. von; Satzger, G.
2020. Designing for Digital Transformation. Co-Creating Services with Citizens and Industry - 15th International Conference on Design Science Research in Information Systems and Technology, DESRIST 2020, December 2–4, 2020. Ed.: S. Hofmann, 457–468, Springer. doi:10.1007/978-3-030-64823-7_44ShareExport/share the publication
Enabling System-Oriented Service Delivery in Industrial Maintenance: A Meta-method for Predicting Industrial Costs of Downtime
Wolff, C.; Kühl, N.; Satzger, G.
2020. International Conference on Exploring Services Science, Porto, Portugal, 5 - 7 Februar 2020. Ed.: H. Nóvoa, 92–106, Springer International Publishing. doi:10.1007/978-3-030-38724-2_7ShareExport/share the publication
Handling Concept Drifts in Regression Problems – the Error Intersection Approach
Baier, L.; Hofmann, M.; Kühl, N.; Mohr, M.; Satzger, G.
2020. Proceedings of 15th International Conference on Wirtschaftsinformatik, 2020, Potsdam, Germany Full textFull text of the publication as PDF documentShareExport/share the publication
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_8ShareExport/share the publication
Towards Leveraging End-of-Life Tools as an Asset: Value Co-Creation based on Deep Learning in the Machining Industry
Walk, J.; Kühl, N.; Schäfer, J.
2020. Proceedings of the 53rd Hawaii International Conference on System Sciences (HICSS-53), Grand Wailea, Maui, HI, January 7-10, 2020 Full textFull text of the publication as PDF documentShareExport/share the publication
A New Metric for Lumpy and Intermittent Demand Forecasts: Stock-keeping-oriented Prediction Error Costs
Martin, D.; Spitzer, P.; Kühl, N.
2020. 53rd Annual Hawaii International Conference on System Sciences (HICSS-53), Grand Wailea, Maui, HI, January 7-10, 2020 Full textFull text of the publication as PDF documentShareExport/share the publication
Book Chapters
Service Analytics: Putting the “Smart” in Smart Services
Kühl, N.; Fromm, H.; Schöffer, J.; Satzger, G.
2020. Smart Service Management : Design Guidelines and Best Practices. Ed.: M. Maleshkova; N. Kühl, Axel Springer SE. doi:10.1007/978-3-030-58182-4ShareExport/share the publication
Industrial Maintenance in the Digital World
Vössing, M.; Kühl, N.
2020. Smart Service Management – Design Guidelines and Best Practices. Ed.: M. Maleshkova, 23–32, Springer International Publishing. doi:10.1007/978-3-030-58182-4_3ShareExport/share the publication
Grasping the Terminology: Smart Services, Smart Service Systems, and Cyber-Physical Systems
Martin, D.; Kühl, N.; Maleshkova, M.
2020. Smart Service Management: Design Guidelines and Best Practices. Hrsg.: Maria Maleshkova, Niklas Kühl, Philipp Jussen, 7–21, Springer International Publishing. doi:10.1007/978-3-030-58182-4_2ShareExport/share the publication
Smart Services: A Condition Monitoring Use Case Utilizing System-Wide Analyses
Martin, D.; Kühl, N.; Bischhoffshausen, J. K. von
2020. Smart Service Management: Design Guidelines and Best Practices. Hrsg.: Maria Maleshkova, Niklas Kühl, Philipp Jussen, 179–191, Springer International Publishing. doi:10.1007/978-3-030-58182-4_16ShareExport/share the publication
2019
Journal Articles
Conference Papers
Do you comply with AI? — Personalized explanations of learning algorithms and their impact on employees’ compliance behavior
Kühl, N.; Lobana, J.; Meske, C.
2019. Proceedings of the 40th International Conference on Information Systems (ICIS): Paper-A-Thon, AIS eLibrary (AISeL) ShareExport/share the publication
Analyzing the Impact of Strategic Behavior in System-Oriented Service Delivery
Wolff, C.; Kimbrough, S. O.; Kühl, N.
2019. 40th International Conference on Information Systems (ICIS 2019), München, 15.-18. Dezember 2019, AIS eLibrary (AISeL) ShareExport/share the publication
Designing Useful Transparency to Improve Process Performance - Evidence from an Automated Production Line
Vössing, M.; Potthoff, F.; Kühl, N.; Satzger, G.
2019. ECIS 2019 proceedings . 27th European Conference on Information Systems (ECIS), Stockholm & Uppsala, Sweden, June 8-14, 2019. Research Papers, Association for Information Systems (AIS) ShareExport/share the publication
Design Principles for Human-Computer Collaboration
Vössing, M.; Lind, M.; Kühl, N.; Satzger, G.
2019. Proceedings of the Workshop on Designing User Assistance in Intelligent Systems, Stockholm, Sweden, 2019. Ed.: S. Morana, 13–15, Karlsruher Institut für Technologie (KIT) Full textFull text of the publication as PDF documentShareExport/share the publication
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 ShareExport/share the publication
Automatically Extracting and Analyzing Customer Needs from Twitter: A “Needmining” Prototype
Kühl, N.; Martin, D.; Satzger, G.
2019. 14. Internationale Tagung Wirtschaftsinformatik 2019 (Wi 2019), Siegen, 23.-27. Februar 2019 ShareExport/share the publication
On the Impact of the Customer Base on the Added Value through System-Oriented Service Delivery in Industrial Maintenance [in press]
Wolff, C.; Reuter-Oppermann, M.; Kühl, N.
2019. Hawaii International Conference on System Sciences (HICSS-52), Grand Wailea, Maui, Hawaii, January 8-11, 2019 ShareExport/share the publication
Holistic System-Analytics as an Alternative to Isolated Sensor Technology: A Condition Monitoring Use Case
Martin, D.; Kühl, N.
2019. Proceedings of the 52nd Annual Hawaii International Conference on System Sciences : January 8-11, 2019, Maui, Hawaii. Ed.: Tung X. Bui, 1005–1012, University of Hawaii at Manoa, Hamilton Library, ScholarSpace. doi:10.24251/HICSS.2019.124ShareExport/share the publication
How to Cope with Change? Preserving Validity of Predictive Services over Time
Baier, L.; Kühl, N.; Satzger, G.
2019. Hawaii International Conference on System Sciences (HICSS-52), Grand Wailea, Maui, Hawaii, Januar 8-11, 2019, 1085–1094, University of Hawai’i at Manoa / AIS Full textFull text of the publication as PDF documentShareExport/share the publication
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 ShareExport/share the publication
Presentations
Applied AI in Services
Kühl, N.
2019, March 22. Research Presentation (2019), The Wharton School of the University of Pennsylvania, March 22, 2019 ShareExport/share the publication
Der Aufstieg von KI - Von grenzenlosen Chancen bis zu existenziellen Risiken
Kühl, N.
2019, July 17. KI goes KMU: Auf die Überholspur? Das „Tanker-Schnellboot-Syndrom“: Von der Chance, große Unternehmen durch Algorithmen, Neuronale Netze und Machine Learning zu überholen (2019), Cologne, Germany, July 17–18, 2019 ShareExport/share the publication
Artificial Intelligence in Service Systems
Kühl, N.
2019, March 22. Wharton School Research Talk (2019), Philadelphia, PA, USA, March 22, 2019 ShareExport/share the publication
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 ShareExport/share the publication
2018
Conference Papers
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) ShareExport/share the publication
Comfort-as-a-Service: Designing a User-Oriented Thermal Comfort Artifact for Office Buildings
Laing, S.; Kühl, N.
2018. Thirty Ninth International Conference on Information Systems (ICIS), San Francisco, CA, 13th-16th December 2018, Association for Information Systems (AIS) ShareExport/share the publication
Using Monte-Carlo Simulation to Measure the Business-Relevant Impact of Planning Uncertainty on Field Service Delivery
Wolff, C.; Vössing, M.; Kühl, N.
2018. Proceedings of the 2018 Winter Simulation Conference, December 9-12 Gothenburg, Sweden ShareExport/share the publication
System-Oriented Service Delivery: The Application of Service System Engineering to Service Delivery
Wolff, C.; Kühl, N.; Satzger, G.
2018. 26th European Conference on Information Systems: Beyond Digitization - Facets of Socio-Technical Change, ECIS 2018, Portsmouth, UK, June 23-28, 2018. Ed.: U. Frank, Code 143975 ShareExport/share the publication
Automatically Quantifying Customer Need Tweets : Towards a Supervised Machine Learning Approach
Kühl, N.; Mühlthaler, M.; Goutier, M.
2018. Hawaii International Conference on System Sciences (HICSS-51), Waikoloa Village, Hawaii, United States, 3rd - 6th January 2018 ShareExport/share the publication
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 ShareExport/share the publication
Presentations
Artificial Intelligence in Service Systems
Kühl, N.
2018, December 19. Invited Seminar (2018), University of Auckland, December 19, 2018 ShareExport/share the publication
Künstliche Intelligenz für industrielle Dienstleistungen
Kühl, N.
2018, October 12. Schmalenbach Arbeitskreis "Unternehmenswachstum und Internationales Management", Karlsruhe, 12.10.2018 ShareExport/share the publication
IGNITE-Talk: How to design successful products and services with Needmining
Kühl, N.
2018, January 4. 51st Hawaii International Conference on System Sciences (HICSS 2018), Waikoloa, HI, USA, January 3–6, 2018 ShareExport/share the publication
From Goldfish to God: The (dangerous) Growth of AI
Kühl, N.
2018, June 21. Artificial Intelligence Conference, Canadian-German Chamber of Industry and Commerce (2018), Karlsruhe, Germany, June 21, 2018 ShareExport/share the publication
2017
Conference Papers
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_231Full textFull text of the publication as PDF documentShareExport/share the publication
White spots in business and IT : An explorative study for e-mobility services
Martin, D.; Kühl, N.; Stryja, C.; Haude, J.
2017. 30th International Electric Vehicle Symposium & Exhibition, Stuttgart, Germany, 9th - 11th October 2017 ShareExport/share the publication
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) ShareExport/share the publication
Empirical insights on customer needs in e-mobility product service systems
Kühl, N.; Goutier, M.; Ensslen, A.; Jochem, P.
2017. GOR-IE Workshop "Approaches on Operations Research and Industrial Ecology for a Sustainable Resource and Energy Management", 9.-10. März 2017, Freiberg ShareExport/share the publication
Business Model Clustering: A network-based approach in the field of e-mobility services
Engel, C.; Haude, J.; Kühl, N.
2017. Proceedings of the Second KSS Research Workshop : Karlsruhe, Germany, February 2016. Ed.: P. Hottum, 11–25, Karlsruher Institut für Technologie (KIT) ShareExport/share the publication
Towards a Unified Approach to Identify Business Model Patterns : A Case of E-Mobility Services
Hunke, F.; Schüritz, R.; Kühl, N.
2017. 8th International Conference on Exploring Service Science, IESS 2017, Rome, Italy, 24th - 26th May 2017. Ed. : M. Dragoicea, 182–196, Springer International Publishing. doi:10.1007/978-3-319-56925-3_15ShareExport/share the publication
Book Chapters
Empirische Studie I : Identifizierung von Elektromobilitätsdienstleistungstypen aus dem Atlas mit Data Mining
Kühl, N.; Hunke, F.
2017. Mit Informationstechnologien zu innovativen Dienstleistungen und Geschäftsmodellen in der Elektromobilität : Empirische Studien zu Geschäftsmodellen und IT für Elektromobilitätsdienstleistungen. Hrsg.: C. Stryja, 43–51, Fraunhofer Verlag ShareExport/share the publication
PhD Theses
Needmining: automated analytical support for customer need elicitation. PhD dissertation
Kühl, N.
2017. Karlsruher Institut für Technologie (KIT) ShareExport/share the publication
Presentations
Needmining : Towards a Modern Approach of Need Elicitation
Kühl, N.
2017. Doctoral Consortium, St. Gallen, Schweiz, 11. - 12. Februar 2017 ShareExport/share the publication
2016
Conference Papers
"Needs from Tweets" : Towards Deriving Customer Needs From Micro Blog Data
Kühl, N.; Scheurenbrand, J.; Satzger, G.
2016. Multikonferenz Wirtschaftsinformatik (MKWI) 2016, Band III, Technische Universität Ilmenau, Deutschland, 09. - 11. März 2016. Hrsg.: V. Nissen, 1229–1232, Universitätsverlag ShareExport/share the publication
Programming for Refugees : An Active Learning Approach for Teaching Java to Heterogeneous Groups
Kühl, N.; Lehner, J.
2016. Informatik 2016, 46. Jahrestagung der Gesellschaft für Informatik, Klagenfurt, Österreich, 26. - 30. September 2016, 1175–1178, Gesellschaft für Informatik (GI) ShareExport/share the publication
Needmining : Evaluating a Whitelist-Based Assignment Method to Quantify Customer Needs from Micro Blog Data
Kühl, N.; Goutier, M.
2016. Operations Research Proceedings 2016, Selected Papers of the Annual International Conference of the German Operations Research Society (GOR), Hamburg, Germany, 30th August - 2nd September 2016. Ed.: A. Fink, 165–170, Springer. doi:10.1007/978-3-319-55702-1ShareExport/share the publication
Towards Extracting Customer Needs from Incident Tickets in IT Services
Eckstein, L.; Kühl, N.; Satzger, G.
2016. 2016 IEEE 18th Conference on Business Informatics (CBI), Paris, France, 29 August–1 September 2016, 200–207, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/CBI.2016.30ShareExport/share the publication
Needmining: Identifying micro blog data containing customer needs
Kühl, N.; Scheurenbrand, J.; Satzger, G.
2016. 24th European Conference on Information Systems, ECIS 2016; Bogazici UniversityIstanbul; Turkey; 12 June 2016 through 15 June 2016, Association for Information Systems (AIS) ShareExport/share the publication
Methods to Identify User Needs and Decision Mechanisms for the Adoption of Electric Vehicles
Ensslen, A.; Kühl, N.; Stryja, C.; Jochem, P.
2016. Proceedings of EVS29 Symposium, Montréal, Québec, Canada, June 19-22, 2016 Full textFull text of the publication as PDF documentShareExport/share the publication
Needmining: Towards analytical support for service design
Kühl, N.
2016. Exploring Services Science, 7th International Conference, IESS 2016, Bucharest, RO, May 25-27, 2016. Ed.: T. Borangiu, 187–200, Springer-Verlag. doi:10.1007/978-3-319-32689-4_14ShareExport/share the publication
Presentations
Services for Electric Mobility
Kühl, N.; Kolz, D.; Cocca, S.
2016. Leitmesse für Elektromobilität eCarTec 2016 im Rahmen der eMove360°, München, Deutschland, 18. - 20. Oktober 2016 ShareExport/share the publication
Needmining : Analytically Identifying Customer Needs for Designing New Services
Kühl, N.; Satzger, G.
2016. 25th Annual Frontiers in Service Conference, Bergen, Norway, 23rd - 26th June 2016 ShareExport/share the publication
2015
Conference Papers
Entwicklung eines Frameworks zur Beschreibung von Geschäftsmodellen für Elektromobilitätsdienstleistungen
Stryja, C.; Schüritz, R.; Kühl, N.; Hottum, P.; Satzger, G.
2015. Energiesysteme im Wandel: Evolution oder Revolution? 9. Internationale Energiewirtschaftstagung, IEWT, Wien, Österreich, 11 - 13. Februar 2015, 1–17 ShareExport/share the publication
Holistically Defining E-Mobility: A Modern Approach to Systematic Literature Reviews
Scheurenbrand, J.; Engel, C.; Peters, F.; Kühl, N.
2015. Proceedings of the First Karlsruhe Service Summit Workshop - Advances in Service Research, Karlsruhe, Germany, February 2015. Ed.: R. Görlitz, 17–27, KIT Scientific Publishing ShareExport/share the publication
Book Chapters
Dienstleistungen für Elektromobilität : Netzwerke und Allianzen
Hottum, P.; Kühl, N.; Stryja, C.
2015. Dienstleistungen für Elektromobilität : Ergebnisse einer Expertenstudie. Hrsg.: S. Lamberth-Cocca, 47–61, Fraunhofer Verlag ShareExport/share the publication
Netzwerke und Allianzen
Hottum, P.; Kühl, N.; Stryja, C.
2015. Dienstleistungen für Elektromobilität - Ergebnisse einer Expertenstudie, 47–60, Fraunhofer Verlag ShareExport/share the publication
Entwurf eines Bewertungsframeworks für IT-gestützte Elektromobilitätsdienstleistungen
Kühl, N.; Stryja, C.
2015. Dienstleistungsinnovationen für Elektromobilität. Märkte, Geschäftsmodelle, Kooperationen. Hrsg.: D. Beverungen, 25–40, Fraunhofer Verlag ShareExport/share the publication
Presentations
Business Models for Electric Mobility Services : Development of a user focused framework
Schüritz, R.; Kühl, N.; Stryja, C.; Hottum, P.; Satzger, G.
2015. 24th Annual Frontiers in Service Conference, San Jose, California, USA, 9th - 12th July 2015 ShareExport/share the publication
Identifying Customer Needs Using Micro Blog Data
Kühl, N.
2015. RESER 2015 Doctoral Colloquium, Roskilde, Denmark, 8th - 9th September 2015 ShareExport/share the publication