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Professorship for Information Systems, in particular Machine Learning

Organisational unit: Professoship

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Main research areas

Research

We are interested in statistical machine learning with a focus on spatiotemporal problems, such as user navigation on the web, adaptive testing and adaptive learning environments, and the coordination of football players on the pitch. While we mainly focus on basic research, we also collaborate with selected partners in academia, sports and industry in different projects.

Teaching

Our teaching focuses on introductory/advanced machine learning and data mining as well as basic statistics. We regularly offer courses in the Management & Data Science Master and the Information Systems Bachelor programs. Exemplary courses comprise Deep Learning (Data Science), Statistics (Information Systems), and Machine Learning & Data Mining (Engineering).

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  1. 2023
  2. Published

    Sexismo no Brasil: Análise de um Word Embedding por meio de testes baseados em associação implícita

    Quadros dos Reis, V., 25.09.2023, BRAZILIAN SYMPOSIUM IN INFORMATION AND HUMAN LANGUAGE TECHNOLOGY (STIL). Caseli, H. & Finatto, M. J. B. (eds.). Sociedade Brasileira de Computação (SBC), p. 53-62 10 p.

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

  3. Published

    How Much Home Office is Ideal? A Multi-Perspective Algorithm

    Colley, M., Jansen, P., Matthiesen, J., Hoberg, H., Reger, C. & Thiermann, I., 20.09.2023, Proceedings of the 2nd Annual Meeting of the Symposium on Human-Computer Interaction for Work, CHIWORK 2023. Boll, S., Cox, A., Ludwig, T. & Cecchinato, M. E. (eds.). New York: Association for Computing Machinery, Inc, 12 p. 8. (ACM International Conference Proceeding Series).

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

  4. Published

    Exploring the Poincaré Ellipsis

    Fadel, S., Paulsen, T. & Brefeld, U., 09.2023, 20th Machine Learning on Graphs workshop.

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

  5. Published

    Discriminação Algorítmica de Gênero: Estudo de Caso e Análise no Contexto Brasileiro

    Taso, F. T. D. S., Quadros dos Reis, V. & Martinez, F. H. V., 06.08.2023, Anais do IV Workshop sobre as Implicações da Computação na Sociedade . Porto Alegre: Sociedade Brasileira de Computação (SBC), p. 13-25 13 p. (Anais do Workshop sobre as Implicações da Computação na Sociedade.; no. 4).

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

  6. Published

    User Authentication via Multifaceted Mouse Movements and Outlier Exposure

    Matthiesen, J. J., Hastedt, H. & Brefeld, U., 01.04.2023, Advances in Intelligent Data Analysis XXI: 21st International Symposium on Intelligent Data Analysis, IDA 2023, Louvain-la-Neuve, Belgium, April 12–14, 2023, Proceedings. Crémilleux, B., Hess, S. & Nijssen, S. (eds.). Cham: Springer Nature Switzerland AG, p. 300-313 14 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13876 LNCS).

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

  7. Published

    Contextual movement models based on normalizing flows

    Fadel, S., Mair, S., da Silva Torres, R. & Brefeld, U., 03.2023, In: AStA Advances in Statistical Analysis. 107, 1-2, p. 51-72 22 p.

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

  8. Published

    Data practices in apps from Brazil: What do privacy policies inform us about?

    Quadros dos Reis, V., Rabello, M. E. R., Lima, A. C., Jardim, G. P. S., Fernandes, E. R. & Brefeld, U., 10.02.2023, In: Journal on Interactive Systems. 14, 1, p. 1-8 8 p.

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

  9. Published

    Convolutional Neural Networks

    Rudolph, Y. & Brefeld, U., 01.01.2023, Sportinformatik: Modellbildung, Simulation, Datenanalyse und Visualisierung von sportbezogenen Daten. Memmert, D. (ed.). Berlin: Springer Spektrum, p. 207-215 9 p.

    Research output: Contributions to collected editions/works › Chapter

  10. Published

    Optimization Analysis for an Uncovered Wagon Transportation with an Interactive Animated Simulation-Based Platform for Multidisciplinary Learning

    Wohlstein, M. H., Zakharova, E., Block, B. M. & Mercorelli, P., 2023, Proceedings of the 15th International Conference on Computer Supported Education - Volume 2, CSEDU 2023. Jovanovic, J., Chounta, I.-A., Uhomoibhi, J. & McLaren, B. (eds.). Science and Technology Publications, Lda (SciTePress), p. 451-457 7 p. (International Conference on Computer Supported Education, CSEDU - Proceedings; vol. 2).

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

  11. 2022
  12. Published

    Uma Caracterização das Polı́ticas de Privacidade Utilizadas em Aplicativos no Brasil

    Jardim, G. P. S., Rabello, M. E. R., Lima, A. C., Brefeld, U. & Quadros dos Reis, V., 05.08.2022, Anais do III Workshop sobre as Implicações da Computação na Sociedade (WICS). Sociedade Brasileira de Computação (SBC), p. 13-25 13 p. (WORKSHOP SOBRE AS IMPLICAÇÕES DA COMPUTAÇÃO NA SOCIEDADE (WICS); no. 3/2022).

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

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Activities

  1. Research Conference of the European Business Ethics Network - EBEN 2013
  2. Vom Scheinen-Müssen, um sein zu können. Nachhaltigkeit - eine normative Fiktion in Kunst, Wissenschaft und Gesellschaft
  3. The Art of Criticism
  4. Arbeitskolloquium im Arbeitsbereich Schulpädagogik
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  6. 4.0 und weiter? Ein Blick in die Arbeitswelt der Zukunft
  7. Unterricht theorie- und evidenzbasiert analysieren und gestalten. Befunde der videobasierten Unterrichtsqualitäts- und Professionalisierungsforschung.
  8. The RMIT Accounting for Sustainability Conference 2012
  9. Centre for the International Study of Literatures in English Conference- CISLE 2015
  10. Governance induces telecoupling: The case of the Belt and Road Initiative
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Publications

  1. Klassengrößen wirken
  2. Spanning Sustainability Management Boundaries
  3. Business owners' action planning and its relationship to business success in three African countries
  4. An analysis of local institutions governing common pasture use for biodiversity and society in Transylvania, Romania
  5. Auf den Schultern von Riesinnen
  6. Kinder- und Jugendliteratur
  7. Erratum zu: Gesundheitskompetenz und Gesundheit von Studierenden unter besonderer Betrachtung der Lehramtsstudierenden (Prävention und Gesundheitsförderung, (2022), 17, 2, (224-231), 10.1007/s11553-021-00849-6)
  8. Teachers and trainers in dual vocational training as change agents for sustainable development!? – Questions on the professionalisation of in-company trainers and vocational school teachers
  9. The role and benefits of population biological research for nature conservation monitoring
  10. Lobbying in Europe: Public Affairs and the Lobbying Industry in 28 EU Countries, edited by A.Bitonti and P.Harris (Basingstoke: Palgrave Macmillan, 2017, ISBN 9781137552556)
  11. The concept of personal initiative
  12. Einbahnstraße Elektrizität
  13. Plattformgenossenschaften: mehr Mitbestimmung durch die digitale Renaissance einer alten Idee?
  14. Kritik des Ästhetischen - Ästhetik der Kritik
  15. Internetbasierte psychologische Interventionen
  16. Biogeography meets conservation: the genetic structure of the endangered lycaenid butterfly Lycaena helle (Denis & Schiffermüller, 1775)
  17. Forschendes Lernen im Masterstudiengang Systems Engineering
  18. Bildungsreise in digitale Welten
  19. Internationalisierung als Lernprozess - ein konstruktivistischer Ansatz
  20. § 289 c Inhalt der nichtfinanziellen Erklärung
  21. Anna Oppermann in der Hamburger Kunsthalle
  22. Lagrangian structures and transport in turbulent magnetized plasmas
  23. Empirisch fundierte Sprachkritik