Publications

On this page you will find all publications of the junior professorship subdivided into the following categories:

• Paintings, Not Noise—The Role of Presentation Sequence in Labeling Knaeble, M.; Nadj, M.; Mädche, A. 2024. Interacting with Computers, iwae008, https://doi.org/10.1093/iwc/iwae008
• What Disrupts Flow in Office Work? The Impact of Frequency and Relevance of IT-Mediated Interruptions
  Nadj, M.; Rissler, R.; Adam, M. T. P.; Knierim, M. T.; Li, M. X.; Mädche, A.; Riedl, R. 2023. MIS Quarterly, 47 (4), 1615–1646. https://doi.org/10.25300/MISQ/2023/17200
• Does this Explanation Help? Designing Local Model-agnostic Explanation Representations and an Experimental Evaluation using Eye-tracking Technology Meza Martínez, M. A.; Nadj, M.; Langner, M.; Toreini, P.; Maedche, A. 2023. ACM Transactions on Interactive Intelligent Systems, 13 (4), 1–47. https://doi.org/10.1145/3607145
• Metadata Extraction from User Queries for Self-Service Data Lake Exploration Gunklach, J.; Michalczyk, S.; Nadj, M.; Maedche, A. 2023. Datenbank-Spektrum, 23, 97–105. doi:10.1007/s13222-023-00448-z
• Towards a Physiological Computing Infrastructure for Researching Students’ Flow in Remote Learning – Preliminary Results from a Field Study Li, M. X.; Nadj, M.; Maedche, A.; Ifenthaler, D.; Wöhler, J.2021. Technology, knowledge and learning, 27, 365–384. doi:10.1007/s10758-021-09569-4
• The effect of interactive analytical dashboard features on situation awareness and task performance Nadj, M.; Maedche, A.; Schieder, C. 2020. Decision support systems, 135, Art.Nr.: 113322, 1–13. doi:10.1016/j.dss.2020.113322
• To Be or Not to Be in Flow at Work: Physiological Classification of Flow using Machine Learning Rissler, R.; Nadj, M.; Li, M. X.; Loewe, N.; Knierim, M. T.; Maedche, A. 2020. IEEE transactions on affective computing, 14 (1), 463–474. doi:10.1109/TAFFC.2020.3045269
• Power to the Oracle? Design Principles for Interactive Labeling Systems in Machine Learning Nadj, M.; Knaeble, M.; Li, M. X.; Maedche, A. 2020. Künstliche Intelligenz, 34, 131–142. doi:10.1007/s13218-020-00634-1
• Situation Awareness in Aircraft Ground Handling: The Impact of Auditory and Visual Notification Cues Nadj, M.; Maedche, A. 2019. Journal of Cognitive Engineering and Decision Making, 13 (2), 102–122. doi:10.1177/1555343419830183
• Flow-Erfassung am Arbeitsplatz: Aktueller Stand der Forschung und innovative Anwendungsszenarien Rissler, R.; Nadj, M.; Maedche, A.; Koppenhagen, N. 2017. Wirtschaftsinformatik & Management, 9 (6), 12–21. doi:10.1007/s35764-017-0116-0

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• Guidance in Business Intelligence & Analytics Systems: A Review and Research Agenda
  Gunklach, J.; Nadj, M.
  2023. ECIS 2023 Proceedings
• Tools of Trade of the Next Blue-Collar Job? Antecedents, Design Features, and Outcomes of Interactive Labeling Systems
  Knaeble, M.; Nadj, M.; Germann, L.; Mädche, A.
  2023. ECIS 2023 Proceedings
• AutoChemplete - Making Chemical Structural Formulas Accessible
  Knaeble, M.; Sailer, G.; Chen, Z.; Schwarz, T.; Yang, K.; Nadj, M.; Stiefelhagen, R.; Maedche, A.
  2023. W4A ’23: 20th International Web for All Conference Austin TX USA 30 April 2023- 1 May 2023, 173–174, Association for Computing Machinery (ACM). doi:10.1145/3587281.3587293
• Paintings, not Noise - The Role of Variety and Self-Determination in Labeling Work and its Effects on Psychological and Performance Outcomes
  Knaeble, M.; Nadj, M.; Maedche, A.
  2022. CHI 2022 Workshop - Self-Determination Theory in HCI: Shaping a Research Agenda
• Toward User-adaptive Interactive Labeling on Crowdsourcing Platforms
  Knaeble, M.; Nadj, M.; Maedche, A.; Loewe, N.
  2022. CHI 2022 Workshop - REGROW: Reimagining Global Crowdsourcing for Better Human-AI Collaboration
• Designing a Self-service Analytics System for Supply Base Optimization
  Michalczyk, S.; Nadj, M.; Beier, H.; Mädche, A.
  2021. CAiSE ’21- 33rd International Conference on Advanced Information Systems Engineering, MELBOURNE, 28 JUNE 2021 - 2 JULY 2021, 154–161. doi:10.1007/978-3-030-79108-7_18
• An Interactive Machine Learning System for Image Advertisements
  Foerste, M.; Nadj, M.; Knaeble, M.; Maedche, A.; Gehrmann, L.; Stahl, F.
  2021. Mensch und Computer 2021 (MuC ’21), Ingolstadt, 5.-8.9.2021, 574–577, Association for Computing Machinery (ACM). doi:10.1145/3473856.3474027
• Demystifying Job Roles in Data Science: A Text Mining Approach
  Michalczyk, S.; Nadj, M.; Mädche, A.; Gröger, C.
  2021. ECIS 2021 Proceedings - European Conference on Information Systems. Human Values Crisis in a Digitizing World, Paper Number: 1622, Association for Information Systems (AIS)
• Physio-Adaptive Systems - A State-of-the-Art Review and Future Research Directions
  Loewe, N.; Nadj, M.
  2020. ECIS 2020 Proceedings - Twenty-Eighth European Conference on Information Systems, Marrakesh, Marokko, June 15 - 17, 2020, 19 S
• Oracle or Teacher? A Systematic Overview of Research on Interactive Labeling for Machine Learning
  Knaeble, M.; Nadj, M.; Maedche, A.
  2020. 15. Internationale Tagung Wirtschaftsinformatik (WI 2020), Potsdam, 9 - 11 März 2020, 2–16, GITO Verlag. doi:10.30844/wi_2020_a1-knaeble
• A State-of-the-Art Overview and Future Research Avenues of Self-Service Business Intelligence and Analytics
  Michalczyk, S.; Nadj, M.; Azarfar, D.; Mädche, A.; Gröger, C.
  2020. Proceedings of the 28th European Conference on Information Systems (ECIS), An Online AIS Conference (Marrakesh, Marokko), June 15-17, 2020, Art.Nr. 46, AIS eLibrary (AISeL)
• Flow in Knowledge Work Groups – Autonomy as a Driver or Digitally Mediated Communication as a Limiting Factor?
  Knierim, M. T.; Nadj, M.; Li, M. X.; Weinhardt, C.
  2019. ICIS 2019, Munich, Germany, December 15-18, 2019, 1–17, AIS eLibrary (AISeL)
• Flow and optimal difficulty in the portable EEG: On the potentiality of using personalized frequency ranges for state detection
  Knierim, M. T.; Nadj, M.; Weinhardt, C.
  2019. CHIRA 2018: proceedings of the 3rd International Conference on Computer-Human Interaction Research and Applications, Wien, A, September 20-21, 2019. Ed.: H.P. Silva, 183–190, SciTePress
• Towards an Integrative Theoretical Framework of Interactive Machine Learning Systems
  Meza Martínez, M. A.; Nadj, M.; Maedche, A.
  2019. ECIS 2019 proceedings. 27th European Conference on Information Systems (ECIS), Stockholm & Uppsala, Sweden, June 8-14, 2019. Research Papers, Paper: 172, AIS eLibrary (AISeL)
• Exploring Flow Psychophysiology in Knowledge Work
  Knierim, M. T.; Rissler, R.; Hariharan, A.; Nadj, M.; Weinhardt, C.
  2018. Information systems and neuroscience: NeuroIS Retreat 2018, [Wien, 19.-21.06.2018]. Ed.: Fred D. Davis, 239–249, Springer. doi:10.1007/978-3-030-01087-4_29
• BrownieR - The R-Package for Neuro Information Systems Research
  Michalczyk, S.; Jung, D.; Nadj, M.; Knierim, M.; Rißler, R.
  2018. Information systems and neuroscience: NeuroIS Retreat 2018, [Wien, 19.-21.06.2018]. Ed.: Fred D. Davis, 101–109, Springer. doi:10.1007/978-3-030-01087-4_12
• Flow Neurophysiology in Knowledge Work: Electroencephalographic Observations from Two Cognitive Tasks
  Knierim, M. T.; Nadj, M.; Hariharan, A.; Weinhardt, C.
  2018. Proceedings of the 5th International Conference on Physiological Computing Systems (PhyCS 2018), Seville, E, September 19-21, 2018. Ed.: J.M. Belda Lois, 42–53, SciTePress
• Designing Uncertainty-Aware Dashboards for Software Development Projects
  Knaeble, M.; Nadj, M.; Maedche, A.
  2018. 13th International Conference on Design Science Research in Information Systems and Technology (DESRIST), Chennai, IND, June 3-6, 2018, 1–15
• Got Flow? Using Machine Learning on Physiological Data to Classify Flow
  Rissler, R.; Nadj, M.; Li, M. X.; Knierim, M. T.; Maedche, A.
  2018. Proceedings of the Conference on Human Factors in Computing Systems (CHI), Montréal, Canada, 21st - 26th April 2018, Art.Nr. LBW612, Association for Computing Machinery (ACM). doi:10.1145/3170427.3188480
• Towards an integrative theoretical framework of IT-mediated interruptions
  Rissler, R.; Nadj, M.; Adam, M.; Mädche, A.
  2017. Proceedings of the 25th European Conference on Information Systems (ECIS), Guimarães, Portugal, 5-10 June 2017, 1950–1967, AIS eLibrary (AISeL)
• Towards a Taxonomy of Real-Time Business Intelligence Systems
  Nadj, M.; Schieder, C.
  2017. 25th European Conference on Information Systems (ECIS 2017), Guimarães, P, June 5-10, 2017. Proceedings, Tap Portugal
• Flow in Information Systems Research: Review, Integrative Theoretical Framework, and Future Directions
  Rissler, R.; Nadj, M.; Adam, M. T. P.
  2017. 13th International Conference on Wirtschaftsinformatik, Wirtschaftsinformatik 2017 (WI-2017), St. Gallen, 12-15 February 2017, 1051–1065
• Process Intelligence for the Digital Age – Process Visibility Meets Process Mining
  Volmering, T.; Nadj, M.; Trump, R.; Maedche, A.
  2016. Proceedings of the 14th International Conference, BPM 2016, Rio de Janeiro, Brazil, September 18-22, 2016, 1–13, Springer
• A Situation Awareness Driven Design for Predictive Maintenance Systems: The Case of Oil and Gas Pipeline Operations
  Nadj, M.; Jegadeesan, H.; Maedche, A.; Hoffmann, D.; Erdmann, P.
  2016. Proceedings of the 24th European Conference on Information Systems, Istanbul, Turkey, June 12-15, 2016, 1–10
• Quo Vadis Real-Time Business Intelligence? A Descriptive Literature Review and Future Directions
  Nadj, M.; Schieder, C.
  2016. Proceedings of the 24th European Conference on Information Systems, Istanbul, Turkey, June 12-15, 2016, 1–21
• Real-Time Business Intelligence: Eine systematische Identifikation aktueller Forschungsbedarfe
  Blaser, F.; Nadj, M.; Schieder, C.
  2016. Multikonferenz Wirtschaftsinformatik (MKWI) 2016: Research-in-Progress- und Poster-Beiträge, Technische Universität Ilmenau, 09.-11. März 2016. Hrsg.: V. Nissen, 1367–1378, Universitätsverlag Ilmenau
• The Smart Mobile Application Framework (SMAF) - Exploratory Evaluation in the Smart City Context
  Nadj, M.; Haeußler, F.; Wenzel, S.; Maedche, A.
  2016. Multikonferenz Wirtschaftsinformatik (MKWI) 2016, Technische Universität Ilmenau, 09.-11. März 2016, Band 3. Hrsg.: V. Nissen, 1367–1378, Universitätsverlag Ilmenau
• The Effect of Recommender Systems on Users’ Situation Awareness and Actions
  Kretzer, M.; Nadj, M.; Mädche, A.
  2015. ICIS 2015 Proceedings: 36th International Conference on Information Systems: Exploring the Information Frontier, Fort Worth, United States, December 13-16, 2015, 1–12, Association for Information Systems (AIS)
• Towards a Situation-Awareness-Driven Design of Operational Business Intelligence & Analytics Systems
  Nadj, M.; Morana, S.; Mädche, A.
  2015. At the Vanguard of Design Science: First Impressions and Early Findings from Ongoing Research. 10th International Conference on Design Science Research in Information Systems and Technology (DESRIST), Dublin, Ireland, 20-22 May 2015. Ed.: B. Donnellan, 33–40, University College

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• The Economist Historical Advertisements - Objects Dataset
  Ammann, N.; Knaeble, M.; Nadj, M.; Maedche, A.; Kluge, S.; Gehrmann, L.; Stahl, F.
  2021. doi:10.7801/386
• The Economist Historical Advertisements - Faces Dataset
  Ammann, N.; Knaeble, M.; Nadj, M.; Maedche, A.; Kluge, S.; Gehrmann, L.; Stahl, F.
  2021. doi:10.7801/384
• The Economist Historical Advertisements - Industry Subset ’Banking’
  Kluge, S.; Gehrmann, L.; Stahl, F.; Knaeble, M.; Nadj, M.; Maedche, A.
  2021. doi:10.7801/383
• The Economist Historical Advertisements – Master Dataset
  Kluge, S.; Gehrmann, L.; Stahl, F.; Knaeble, M.; Nadj, M.; Maedche, A.
  2021. doi:10.7801/382