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Professorship for Information Systems, in particular Data Science

Organisational unit: Professoship

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Organisation profile

The Business Informatics working group, in particular Data Science, headed by Prof Dr Burkhardt Funk, is dedicated to the development and application of data-driven methods for decision support in companies and public institutions.

Main research areas

The research focus lies on the use of data science and machine learning to analyse large amounts of data in order to optimise processes and decisions. A central topic is the development of intelligent systems that support decisions through data-based predictions. Fields of application include healthcare and various operational functions (e.g. marketing, accounting). We have developed approaches for predicting the effectiveness and personalisation of healthcare interventions, methods for extracting knowledge from documents (business documents, scientific papers) and for optimal budget allocation in marketing.

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  1. Published

    Automated Invoice Processing: Machine Learning-Based Information Extraction for Long Tail Suppliers

    Krieger, F., Drews, P. & Funk, B., 01.11.2023, In: Intelligent Systems with Applications. 20, 14 p., 200285.

    Research output: Journal contributions › Journal articles › Research › peer-review

  2. Published

    Finding the Best Match — a Case Study on the (Text‑) Feature and Model Choice in Digital Mental Health Interventions

    Zantvoort, K., Scharfenberger, J., Boß, L., Lehr, D. & Funk, B., 12.2023, In: Journal of Healthcare Informatics Research. 7, 4, p. 447-479 33 p., 00148.

    Research output: Journal contributions › Journal articles › Research › peer-review

  3. Published

    Parsing Causal Models – An Instance Segmentation Approach

    Scharfenberger, J. & Funk, B., 08.06.2023, Intelligent Information Systems - CAiSE Forum 2023, Proceedings. Cabanillas, C. & Pérez, F. (eds.). Springer Science and Business Media Deutschland GmbH, p. 43-51 9 p. (Lecture Notes in Business Information Processing; vol. 477 LNBIP).

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  4. Published

    Understanding the first-offer conundrum: How buyer offers impact sale price and impasse risk in 26 million eBay negotiations

    Schweinsberg, M., Petrowsky, H. M., Funk, B. & Loschelder, D. D., 01.08.2023, In: Proceedings of the National Academy of Sciences (USA). 120, 32, e2218582120.

    Research output: Journal contributions › Journal articles › Research › peer-review

  5. Published

    Personalization strategies in digital mental health interventions: a systematic review and conceptual framework for depressive symptoms

    Hornstein, S., Zantvoort, K., Lueken, U., Funk, B. & Hilbert, K., 22.05.2023, In: Frontiers in Digital Health. 5, 14 p., 1170002.

    Research output: Journal contributions › Scientific review articles › Research

  6. Published

    Editorial: Quantitative modeling of psychopathology using passively collected data

    Jacobson, N. C., Funk, B. & Abdullah, S., 24.01.2023, In: Frontiers in Psychology. 13, 2 p., 1126971.

    Research output: Journal contributions › Other (editorial matter etc.) › Research

  7. Published

    Transformation verstehen lernen: Nachhaltigkeitsbildung und Data Literacy Education in der Studieneingangsphase

    Weiser, A., van Deest, J. & Barth, M., 26.09.2022, Digitale Bildung für nachhaltige Entwicklung: Herausforderungen und Perspektiven für die Hochschulbildung. Weselek, J., Kohler, F. & Siegmund, A. (eds.). Springer, p. 53-65 13 p.

    Research output: Contributions to collected editions/works › Chapter

  8. Published

    Deal or no deal? How round vs precise percentage offers and price-ending mimicry affect impasse risk in over 25 million eBay negotiations

    Petrowsky, H. M., Schweinsberg, M., Seitz, L., Funk, B. & Loschelder, D. D., 01.01.2023, In: Journal of Economic Psychology. 94, 10 p., 102584.

    Research output: Journal contributions › Journal articles › Research › peer-review

  9. Published

    Semi-Supervised Generative Models for Multi-Agent Trajectories

    Brefeld, U., Fassmeyer, D. & Fassmeyer, P., 2022, Advances in Neural Information Processing Systems 35: 36th Conference on Neural Information Processing Systems (NeurIPS 2022). Koyejo, S., Mohamed, S., Agarwal, A., Belgrave, D., Cho, K. & Oh, A. (eds.). Red Hook: Curran Associates, Vol. 48. p. 37267-37281 15 p. (Advances in Neural Information Processing Systems; vol. 35).

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  10. Published

    DASC-PM v1.1: A Process Model for Data Science Projects

    Schulz, M., Neuhaus, U., Kaufmann, J., Kühnel, S., Alekozai, E. M., Rohde, H., Hoseini, S., Theuerkauf, R., Badura, D., Kerzel, U., Lanquillon, C., Daurer, S., Günther, M., Huber, L., Thiée, L.-W., Heiden, P. Z., Passlick, J., Dieckmann, J., Schwade, F., Seyffarth, T., Badewitz, W., Rissler, R., Sackmann, S., Gölzer, P., Welter, F., Röth, J., Seidelmann, J. & Haneke, U., 03.2022, Elmshorn: NORDAKADEMIE gAG Hochschule der Wirtschaft. 89 p.

    Research output: Books and anthologies › Monographs › Research

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Activities

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  2. Bridging the Curricular Divide. Integrating sustainability and EFL instruction in a project (week) context for secondary school learners of English and Science
  3. Kernpraktiken des Unterrichtens analysieren und Kompetenzentwicklung reflektieren: Das E-Portfolio als Reflexionstool im Schulpraktikum von Lehramtsstudierenden.
  4. Sedimentological and high-resolution pollen and aquatic microfossil analysis of Middle Pleistocene lakeshore deposits of paleolithic site Schöningen 13 II-4, Germany
  5. Worlds Apart: The Role of Perceptual (In)Congruence Between Older Employees and Leaders Regarding an Age-Friendly Work Environment for Older Employees’ Civic Virtue Behavior
  6. Worshop der Initiative "Institut für sozialwissenschaftliche Bildung" und Vorbereitung zur Gründung eines interuniversitäten Instituts für sozialwissenschaftliche Bildung ISB

Publications

  1. Crown size-growth relationships of European beech (Fagus sylvatica L.) are driven by the interplay of disturbance intensity and inter-specific competition
  2. New and Rapid Fully Automated Method for Determination of Tazobactam and Piperacillin in Fatty Tissue and Serum by Column-Switching Liquid Chromatography
  3. Does location really matter? An inter-colony comparison of seabirds breeding at varying distances from productive oceanographic features in the Bering Sea
  4. Einfluss von Klimaänderungen auf das simulierte Umweltverhalten der Fungizide Boscalid und Penconazol in einem typischen terrassierten Weineinzugsgebiet
  5. Auf dem Weg zu einer Haftung der Dritten Gewalt? – Wandlungen des sekundären Rechtsschutzes bei judikativem Unrecht im Lichte des Europa- und Völkerrechts
  6. Welches Spielzeug besitzen Kinder hier und in anderen Ländern? Ein transkultureller Vergleich als Grundlage, um über das eigene Konsumverhalten nachzudenken
  7. Synthesis, self-assembly, bacterial and fungal toxicity, and preliminary biodegradation studies of a series of L-phenylalanine-derived surface-active ionic liquids
  8. Preliminary data on help‐seeking intentions and behaviors of individuals completing a widely available online screen for eating disorders in the United States
  9. Facilitative-competitive interactions in an Old-Growth Forest: The Importance of Large-Diameter Trees as Benefactors and Stimulators for Forest Community Assembly
  10. Simulating the fate and release of metazachlor and its transformation products metazachlor oxalic acid and sulfonic acid in a small-scale agricultural catchment
  11. Assessing the environmental fate of S-metolachlor, its commercial product Mercantor Gold® and their photoproducts using a water-sediment test and in silico methods
  12. Consumer concerns about drinking water in an area with high levels of naturally occurring arsenic in groundwater, and the implications for managing health risks
  13. Europäischer Bundesstaat, supranationale Gemeinschaft oder Vertragsunion souveräner Staaten? – Zum Verhältnis von Staat und Union nach dem Lissabon-Urteil des BVerfG
  14. Bilanzierung von Arzneimittelverbräuchen in ausgewählten Einrichtungen des Gesundheitswesens und Vergleich berechneter mit analytisch bestimmten Abwasserkonzentrationen.
  15. A New and Rapid Method for Monitoring the New Oxazolidinone Antibiotic Linezolid in Serum and Urine by High Performance Liquid Chromatography-Integrated Sample Preparation
  16. Stephan Stein & Sören Stumpf. 2019. Muster in Sprache und Kommunikation. Eine Einführung in Konzepte sprachlicher Vorgeformtheit (Grundlagen der Germanistik 63). Berlin: Erich Schmidt. 280 S.
  17. Schriftliche Stellungnahme für den Innenausschuss des Hessischen Landtagszum Gesetzentwurf der Hessischen Landesregierung für ein Gesetz zur Änderung des Hessischen Spielbankengesetzes
  18. Henning Lobin, Roman Schneider & Andreas Witt (Hg.). 2018. Digitale Infrastrukturen für die germanistische Forschung (Germanistische Sprachwissenschaft um 2020, Band 6). Berlin, Boston: De Gruyter. 373 S.
  19. Die Vollstreckung von EG-Bußgeldbescheiden in den Mitgliedstaaten der Europäischen Gemeinschaft – Rechtliche Grundlagen, Umsetzungspraxis und Rechtsmittel am Beispiel der Bundesrepublik Deutschland
  20. Ready biodegradability of trifluoromethylated phenothiazine drugs, structural elucidation of their aquatic transformation products, and identification of environmental risks studied by LC-MS( n ) and QSAR
  21. Degradation of the tricyclic antipsychotic drug chlorpromazine under environmental conditions, identification of its main aquatic biotic and abiotic transformation products by LC-MS n and their effects on environmental bacteria