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Institute of Information Systems

Organisational unit: Institute

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Organisation profile

At the Institute of Information Systems (IIS) of the Leuphana University we work on innovative topics in Information Systems and Data Science. The main focus is on digital transformation, e-health, e-commerce, business analytics, sports and e-learning. Methodologically, we focus on the development and use of machine learning and artificial intelligence methods for the modeling and solution of data-driven decision problems. Additional quantitative (e.g. graphs, optimization) and qualitative (e.g. interviews, reference modeling) methods complement this spectrum. Cooperating with other universities, companies, and institutions of the civil society plays an important role in our work.

Main research areas

At the Institute of Information Systems there are currently 6 professors and numerous research assistants. Our main research areas include digital transformation, e-health, e-commerce, business analytics, sports, and e-learning. Details can be found on the websites of the work groups and in the central research database of Leuphana. The Institute of Information Systems organized a number of events and conferences at Leuphana (e.g. ITEE 2013, final round of the German National Computer Science Competition 2014, MKWI 2018).

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  1. 2020
  2. Published

    Coresets for Archetypal Analysis

    Mair, S. & Brefeld, U., 2020, 32rd Conference on Neural Information Processing Systems (NeurIPS 2019): Vancouver, Canada, 8-14 December 2019. Wallach, H. & Larochelle, H. (eds.). Red Hook: Curran Associates, Vol. 10. p. 7215-7223 9 p. (Advances in neural information processing systems; vol. 32).

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

  3. Published

    ‘Forewarned is Forearmed’: Overcoming Multifaceted Challenges of Digital Innovation Units

    Raabe, J.-P., Horlach, B., Schirmer, I. & Drews, P., 2020, 26th Americas Conference on Information Systems, AMCIS 2020: Strategic and competitive uses of IT. A. F. I. S. (ed.). Atlanta: AIS eLibrary, 10 p. (Proceedings of the Americas Conference on Information Systems (AMCIS); vol. 2020).

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

  4. Published

    Graph Conditional Variational Models: Too Complex for Multiagent Trajectories?

    Rudolph, Y., Brefeld, U. & Dick, U., 2020, In: Proceedings of Machine Learning Research. 137, p. 136-147 12 p.

    Research output: Journal contributions › Conference article in journal › Research › peer-review

  5. Published

    Machine Learning and Data Mining for Sports Analytics: 7th International Workshop, MLSA 2020, Co-located with ECML/PKDD 2020, Ghent, Belgium, September 14–18, 2020, Proceedings

    Brefeld, U. (Editor), Davis, J. (Editor), van Haaren, J. (Editor) & Zimmermann, A. (Editor), 2020, Cham: Springer International Publishing AG. 146 p. (Communications in Computer and Information Science; vol. 1324)

    Research output: Books and anthologies › Conference proceedings › Research

  6. Published

    Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2019, Würzburg, Germany, September 16–20, 2019, Proceedings, Part I

    Brefeld, U. (Editor), Fromont, E. (Editor), Hotho, A. (Editor), Knobbe, A. (Editor), Maathuis, M. (Editor) & Robardet, C. (Editor), 2020, Cham: Springer Nature Switzerland AG. 766 p. (Lecture notes in computer science; vol. 11906)(Lecture Notes in Artificial Intelligence; vol. 11906)

    Research output: Books and anthologies › Conference proceedings › Research

  7. Published

    Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2019, Würzburg, Germany, September 16–20, 2019, Proceedings, Part II

    Brefeld, U. (Editor), Fromont, E. (Editor), Hotho, A. (Editor), Knobbe, A. (Editor), Maathuis, M. (Editor) & Robardet, C. (Editor), 2020, Cham: Springer Nature Switzerland AG. 732 p. (Lecture notes in computer science; vol. 11906)(Lecture Notes in Artificial Intelligence; vol. 11906)

    Research output: Books and anthologies › Conference proceedings › Research

  8. Published

    Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2019, Würzburg, Germany, September 16–20, 2019, Proceedings, Part III

    Brefeld, U. (Editor), Fromont, E. (Editor), Hotho, A. (Editor), Knobbe, A. (Editor), Maathuis, M. (Editor) & Robardet, C. (Editor), 2020, Cham: Springer Nature Switzerland AG. 804 p. (Lecture notes in computer science; vol. 11906)(Lecture Notes in Artificial Intelligence; vol. 11906)

    Research output: Books and anthologies › Conference proceedings › Research

  9. Published

    Performance analysis for loss systems with many subscribers and concurrent services

    Daduna, H. & Krenzler, R., 2020, Measurement, Modelling and Evaluation of Computing Systems : 20th International GI/ITG Conference, MMB 2020, Saarbrücken, Germany, March 16–18, 2020, Proceedings. Hermanns, H. (ed.). Cham: Springer, p. 118-135 18 p. (Lecture Notes in Computer Science ; vol. 12040 LNCS)(Programming and Software Engineering; vol. 12040).

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

  10. Published

    Reconceptualising Business-IT Alignment for Enabling Organisational Agility

    Horlach, B., Drews, P., Drechsler, A., Schirmer, I. & Böhmann, T., 2020, Proceedings of ECIS 2020: ECIS 2020 Research papers. A. F. I. S. (ed.). AIS eLibrary, 17 p. 95

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

  11. Published

    Supporting the Development and Realization of Data-Driven Business Models with Enterprise Architecture Modeling and Management

    Rashed, F. & Drews, P., 2020, Business Information Systems - 23rd International Conference, BIS 2020, Proceedings: 23rd International Conference, BIS 2020, Colorado Springs, CO, USA, June 8–10, 2020, Proceedings. Abramowicz, W. & Klein, G. (eds.). Cham: Springer, p. 264-276 13 p. (Lecture Notes in Business Information Processing; vol. 389 LNBIP).

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

  12. 2019
  13. Published

    Lost-customers approximation of semi-open queueing networks with backordering: An application to minimise the number of robots in robotic mobile fulfilment systems

    Otten, S., Krenzler, R., Xie, L., Daduna, H. & Kruse, K., 03.12.2019, New York, 44 p. (arXiv.org).

    Research output: Working paper › Working papers

  14. Published

    From simulation to real-world robotic mobile fulfillment systems

    Xie, L., Thieme, N. & Li, H., 12.2019, In: Logistics Research. 12, 1, 13 p., 9.

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

  15. Published

    Leveraging Architectural Thinking for Large-Scale E-Government Projects

    Burmeister, F., Drews, P. & Schirmer, I., 12.2019, ICIS 2019 Proceedings. Krcmar, H. & Fedorowicz, J. (eds.). Association for Information Systems, 17 p. 3126. (40th International Conference on Information Systems, ICIS 2019).

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

  16. Published

    Optimizing eating disorder treatment outcomes for individuals identified via screening: An idea worth researching

    Taylor, C. B., Graham, A. K., Fitzsimmons-Craft, E. E., Sadeh-Sharvit, S., Balantekin, K. N., Flatt, R. E., Goel , N. J., Monterubio, G. E., Topooco, N., Karam, A. M., Firebaugh, M.-L., Ruzek, J. I., Funk, B., Oldenburg, B., Wilfley, D. E. & Jacobi, C., 01.11.2019, In: The International journal of eating disorders. 52, 11, p. 1224-1228 5 p.

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

  17. Published

    Enabling Road Condition Monitoring with an on-board Vehicle Sensor Setup

    Kortmann, F., Peitzmeier, H., Meier, N., Heger, J. & Drews, P., 10.2019, 2019 IEEE Sensors, SENSORS 2019 - Conference Proceedings: Conference proceedings. Piscataway: IEEE - Institute of Electrical and Electronics Engineers Inc., 4 p. 8956699. (Proceedings of IEEE Sensors; vol. 2019-October).

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

  18. Published

    Zur empirischen Beforschung des mBooks Belgien: Die Chancen eines Methodenmix

    Schreiber, W., Wagner, W., Trautwein, U. & Brefeld, U., 10.2019, Das Geschichtsschulbuch: Lehren – Lernen – Forschen . Kühberger, C., Bernhard, R. & Bramann, C. (eds.). Münster: Waxmann Verlag, p. 57-80 24 p. (Salzburger Beiträge zur Lehrer/innen/bildung; vol. 6).

    Research output: Contributions to collected editions/works › Contributions to collected editions/anthologies › Research › peer-review

  19. Published

    Personalized Transaction Kernels for Recommendation Using MCTS

    Tavakol, M., Joppen, T., Brefeld, U. & Fürnkranz, J., 01.09.2019, KI 2019: Advances in Artificial Intelligence - 42nd German Conference on AI, Proceedings. Benzmüller, C. & Stuckenschmidt, H. (eds.). Wiesbaden: Springer, p. 338-352 15 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11793 LNAI).

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

  20. Published

    Einen gemeinsamen Code finden

    van Deest, J. & Gegenhuber, T., 09.2019, In: DUZ Wissenschaft & Management. 9, p. 38-43 6 p.

    Research output: Journal contributions › Journal articles › Research

  21. Published

    Predicting the Difficulty of Exercise Items for Dynamic Difficulty Adaptation in Adaptive Language Tutoring

    Pandarova, I., Schmidt, T., Hartig, J., Boubekki, A., Jones, R. D. & Brefeld, U., 15.08.2019, In: International Journal of Artificial Intelligence in Education. 29, 3, p. 342-367 26 p.

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

  22. Published

    Mining Disease Courses across Organizations: A Methodology Based on Process Mining of Diagnosis Events Datasets

    de Toledo, P., Joppien, C., Paz Sesmero, M. & Drews, P., 01.07.2019, 2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2019. IEEE - Institute of Electrical and Electronics Engineers Inc., p. 354-357 4 p. 8857149. (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS).

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

  23. Published

    Influence of measurement errors on networks: Estimating the robustness of centrality measures

    Martin, C. & Niemeyer, P., 01.06.2019, In: Network Science. 7, 2, p. 180-195 16 p.

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

  24. Published

    Results of disseminating an online screen for eating disorders across the U.S. Reach, respondent characteristics, and unmet treatment need

    Fitzsimmons-Craft, E. E., Balantekin, K. N., Graham, A. K., Smolar, L., Park, D., Mysko, C., Funk, B., Taylor, C. B. & Wilfley, D. E., 06.2019, In: The International journal of eating disorders. 52, 6, p. 721-729 9 p.

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

  25. Published

    Economic Evaluation of an Internet-Based Stress Management Intervention Alongside a Randomized Controlled Trial

    Kählke, F., Buntrock, C., Smit, F., Berking, M., Lehr, D., Heber, E., Funk, B., Riper, H. & Ebert, D. D., 15.05.2019, In: JMIR Mental Health. 6, 5, 13 p., e10866.

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

  26. Published

    State-wide university implementation of an online platform for eating disorders screening and intervention.

    Fitzsimmons-Craft, E. E., Firebaugh, M.-L., Graham, A. K., Eichen M., D., Monterubio, G., Balantekin, K. N., Karam, A. M., Seal , A., Funk, B., Taylor, C. B. & Wilfley, D., 05.2019, In: Psychological Services. 16, 2, p. 239-249 11 p.

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

  27. Published

    Game-supported Learning: Das Lernspiel C-TRAIN im Einsatz bei B.O.C.

    Heumann, B., Zierke, J. & Groß, M., 08.04.2019, In: HR Performance. Special, 2, p. 6-8 3 p.

    Research output: Journal contributions › Journal articles › Transfer

  28. Published

    Machine Learning and Data Mining for Sports Analytics: 5th International Workshop, MLSA 2018, colocated with ECML/PKDD 2018, Dublin, Ireland, September 10, 2018, Proceedings

    Brefeld, U. (Editor), Davis, J. (Editor), Van Haaren, J. (Editor) & Zimmermann, A. (Editor), 05.04.2019, Springer Nature AG. 179 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11330 LNAI)

    Research output: Books and anthologies › Collected editions and anthologies › Research

  29. Published

    Learning to Rate Player Positioning in Soccer

    Dick, U. & Brefeld, U., 01.03.2019, In: Big Data. 7, 1, p. 71-82 12 p.

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

  30. Published

    The Impact of Digitalization on the IT Department

    Urbach, N., Ahlemann, F., Böhmann, T., Drews, P., Brenner, W., Schaudel, F. & Schütte, R., 12.02.2019, In: Business and Information Systems Engineering. 61, 1, p. 123-131 9 p.

    Research output: Journal contributions › Comments / Debate / Reports › Research

  31. Published

    Reformstudie Belgien: eine Effektstudie zur Einführung von kompetenzorientiertem Rahmenplan und mBook

    Schreiber, W., Trautwein, U., Wagner, W. & Brefeld, U., 01.02.2019, Geschichtsdidaktischer Zwischenhalt: Beiträge aus der Tagung "Kompetent machen für ein Leben in, mit und durch Geschichte" in Eichstätt vom November 2017. Schreiber, W., Ziegler, B. & Kühberger, C. (eds.). 1. ed. Münster: Waxmann Verlag, p. 161-174 14 p. 2

    Research output: Contributions to collected editions/works › Contributions to collected editions/anthologies › Research

  32. Published

    Frame-based Optimal Design

    Mair, S., Rudolph, Y., Closius, V. & Brefeld, U., 23.01.2019, Machine learning and knowledge discovery in databases: European Conference, ECML PKDD 2018, Dublin, Ireland, September 10-14, 2018 : proceedings. Berlingerio, M., Bonchi, F., Gärtner, T., Hurley, N. & Ifrim, G. (eds.). Cham: Springer Nature AG, Vol. 2. p. 447-463 17 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11052 LNAI).

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

  33. Published

    Probabilistic movement models and zones of control

    Brefeld, U., Lasek, J. & Mair, S., 15.01.2019, In: Machine Learning. 108, 1, p. 127-147 21 p.

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

  34. Published

    Heterogeneity Matters: Predicting Self-Esteem in Online Interventions Based on Ecological Momentary Assessment Data

    Bremer, V., Funk, B. & Riper, H., 13.01.2019, In: Depression Research and Treatment. 2019, 9 p., 3481624.

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

  35. Published

    Enhancing the Building Information Modeling Lifecycle of Complex Structures with IoT: Phases, Capabilities and Use Cases

    Gebken, L., Drews, P. & Schirmer, I., 08.01.2019, Proceedings of the 52nd Annual Hawaii International Conference on System Sciences, HICSS 2019. Bui, T. X. (ed.). Honolulu: University of Hawaiʻi at Mānoa, p. 5929-5938 10 p. (Proceedings of the Annual Hawaii International Conference on System Sciences; vol. 2019-January).

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

  36. Published

    A Privacy-driven Enterprise Architecture Meta-Model for Supporting Compliance with the General Data Protection Regulation

    Burmeister, F., Drews, P. & Schirmer, I., 01.01.2019, Proceedings of the 52nd Annual Hawaii International Conference on System Sciences, HICSS 2019. Bui, T. X. (ed.). Honolulu: University of Hawaiʻi at Mānoa, p. 6052-6061 10 p. (Proceedings of the Annual Hawaii International Conference on System Sciences; vol. 2019-January).

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

  37. Published

    Foreword to applied data science, demo, and nectar tracks

    Brefeld, U., Curry, E., Daly, E., Macnamee, B., Marascu, A. & Pinelli, F., 01.01.2019, Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2018, Dublin, Ireland, September 10-14, 2018 : proceedings. Brefeld, U., Curry, E., Daly, E., Macnamee, B., Marascu, A. & Pinelli, F. (eds.). Cham: Springer, Vol. 3. p. V-VI 2 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11053).

    Research output: Contributions to collected editions/works › Other › Research

  38. Published

    Possibilities to improve online mental health treatment: Recommendations for future research and developments

    Becker, D., 01.01.2019, Advances in Information and Communication Networks: Proceedings of the 2018 Future of Information and Communication Conference FICC, Vol. 1. Arai, K., Kapoor, S. & Bhatia, R. (eds.). Springer, p. 91-112 22 p. (Advances in Intelligent Systems and Computing; vol. 886).

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

  39. Published

    Simulated annealing approach to nurse rostering benchmark and real-world instances

    Knust, F. & Xie, L., 01.01.2019, In: Annals of Operations Research. 272, 1-2, p. 187-216 30 p.

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

  40. Published

    Datenkompetenzen in Kooperationen fördern

    Funk, B. & Wuppermann, M., 01.2019, In: DUZ Wissenschaft & Management. 2, 1, p. 26-29 4 p.

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

  41. Published

    Agile Portfolio Management: Design Goals and Principles

    Horlach, B., Schirmer, I. & Drews, P., 2019, Proceedings of the 27th European Conference on Information Systems (ECIS) 2019. vom Brocke, J., Gregor, S. & Müller, O. (eds.). Stockholm, Sweden: Association for Information Systems, 17 p.

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

  42. Published

    An Ecosystem Architecture Meta-Model for Supporting Ultra-Large Scale Digital Transformations

    Burmeister, F., Drews, P. & Schirmer, I., 2019, 25th Americas Conference on Information Systems, AMCIS 2019: Cancún, Mexico, August 15-17, 2019. Atlanta: Association for Information Systems, 10 p. (Proceedings of the Americas Conference on Information Systems (AMCIS); vol. 2019).

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

  43. Published

    A two-step approach for the prediction of mood levels based on diary data

    Bremer, V., Becker, D., Genz, T., Funk, B. & Lehr, D., 2019, Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2018, Proceedings: European Conference, ECML PKDD 2018, Dublin, Ireland. Brefeld, U., Curry, E., Daly, E., MacNamee, B., Marascu, A., Pinelli, F., Berlingerio, M. & Hurley, N. (eds.). Cham: Springer International Publishing AG, p. 626-629 4 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11053 LNAI).

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

  44. Published

    DISKNET – A Platform for the Systematic Accumulation of Knowledge in IS Research

    Dann, D., Maedche, A., Teubner, T., Mueller, B., Meske, C. & Funk, B., 2019, ICIS 2019 Proceedings: IS research methods, theorizing and philosophy of science. Association for Information Systems, 9 p. Paper ID 2785. (40th International Conference on Information Systems, ICIS 2019).

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

  45. Published

    Efficient Order Picking Methods in Robotic Mobile Fulfillment Systems

    Xie, L., Thieme, N., Krenzler, R. & Li, H., 2019, 31 p.

    Research output: Working paper › Working papers

  46. Published

    Innovationen in der Wissensvermittlung

    Groß, M., 2019, In: HR Performance. 6, p. 12-15 4 p.

    Research output: Journal contributions › Journal articles › Transfer

  47. Published

    Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2018, Dublin, Ireland, September 10-14, 2018, Proceedings - Part III

    Brefeld, U. (Editor), Curry , E. (Editor), Daly, E. (Editor), MacNamee, B. (Editor), Marascu, A. (Editor), Pinelli , F. (Editor), Berlingerio, M. (Editor) & Hurley, N. (Editor), 2019, Cham: Springer. 706 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11054 LNAI)

    Research output: Books and anthologies › Collected editions and anthologies › Research

  48. Published

    Topic Embeddings – A New Approach to Classify Very Short Documents Based on Predefined Topics

    Lommel, L., Riebeling, M., Funk, B. & Junginger, C., 2019, Human Practice. Digital Ecologies. Our Future: 14. Internationale Tagung Wirtschaftsinformatik (WI 2019), Tagungsband . Ludwig, T. & Pipek, V. (eds.). Siegen: Universitätsverlag Siegen, p. 453-467 15 p.

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

  49. 2018
  50. Published

    RAWSim-O: A Simulation Framework for Robotic Mobile Fulfillment Systems

    Merschformann, M., Xie, L. & Li, H., 12.2018, In: Logistics Research. 11, 1, 11 p., 8.

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

  51. Published

    Herausforderungen in der Wirtschaftsprüfung durch den Einsatz von Big Data-Technologien: Welche Impulse muss die Prüfungsforschung geben?

    Velte, P. & Drews, P., 26.10.2018, In: Der Betrieb. 71, 43, p. 2581-2585 5 p.

    Research output: Journal contributions › Journal articles › Transfer

  52. Published

    MDP-based itinerary recommendation using geo-tagged social media

    Gaonkar, R., Tavakol, M. & Brefeld, U., 25.10.2018, Advances in Intelligent Data Analysis XVII - 17th International Symposium, IDA 2018, Proceedings. Duivesteijn, W., Siebes, A. & Ukkonen, A. (eds.). Basel: Springer Nature AG, p. 111-123 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); no. 11191).

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

  53. Published

    Deterministic Pod Repositioning in Robotic Mobile Fulfillment Systems

    Krenzler, R., Xie, L. & Li, H., 09.10.2018, 37 p. (ArXiv.org).

    Research output: Working paper › Working papers

  54. Published

    Exploiting ConvNet diversity for flooding identification

    Nogueira, K., Fadel, S. G., Dourado, I. C., De Werneck, R. O., Munoz, J. A. V., Penatti, O. A. B., Calumby, R. T., Li, L. T., Dos Santos, J. A. & Torres, R. D. S., 09.2018, In: IEEE Geoscience and Remote Sensing Letters. 15, 9, p. 1446-1450 5 p., 8398414.

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

  55. Published

    Predicting Therapy Success and Costs for Personalized Treatment Recommendations Using Baseline Characteristics: Data-Driven Analysis

    Bremer, V., Becker, D., Kolovos, S., Funk, B., van Breda, W., Hoogendoorn, M. & Riper, H., 21.08.2018, In: Journal of Medical Internet Research. 20, 8, 11 p., e10275.

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

  56. Published

    Adaptive Item Selection Under Matroid Constraints

    Bengs, D., Brefeld, U. & Kröhne, U., 07.08.2018, In: Journal of Computerized Adaptive Testing. 6, 2, p. 15-36 22 p.

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

  57. Published

    Towards an Extended Enterprise Architecture Meta-Model for Big Data: A Literature-based Approach

    Burmeister, F., Drews, P. & Schirmer, I., 08.2018, Americas Conference on Information Systems 2018: Digital Disruption, AMCIS 2018. Association for Information Systems, 10 p. (Proceedings of the Americas Conference on Information Systems (AMCIS); vol. 2018).

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

  58. Published

    Investigating Factors on R estorative Sleep Quality and its Relationship with Personal Work Performance - An Analysis of Diary Data

    Bremer, V., Funk, B. & Lehr, D., 24.07.2018, Cornell: PsyArXiv, 14 p.

    Research output: Working paper › Working papers

  59. Published

    Predicting Therapy Success For Treatment as Usual and Blended Treatment in the Domain of Depression

    van Breda, W. R. J., Bremer, V., Becker, D., Funk, B., Ruwaard, J. & Riper, H., 01.06.2018, In: Internet Interventions. 12, p. 100-104 5 p.

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

  60. Published

    Predictive modeling in e-mental health: A common language framework

    Becker, D., van Breda, W., Funk, B., Hoogendoorn, M., Ruwaard, J. & Riper, H., 01.06.2018, In: Internet Interventions. 12, Juni 2018, p. 57-67 11 p.

    Research output: Journal contributions › Scientific review articles › Research

  61. Published

    Der Interne Zins: Ein problematisches Renditemaß bei geschlossenen Fonds?

    Tiedemann, L. & Weinrich, G., 28.05.2018, In: Corporate Finance. 2018, 05-06, p. 142-151 10 p., CF1263171.

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

  62. Published

    Distributed robust Gaussian Process regression

    Mair, S. & Brefeld, U., 01.05.2018, In: Knowledge and Information Systems. 55, 2, p. 415-435 21 p.

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

  63. Published

    Web-based intervention for depressive symptoms in adults with types 1 and 2 diabetes mellitus: a health economic evaluation

    Nobis, S., Ebert, D. D., Lehr, D., Smit, F., Buntrock, C., Berking, M., Baumeister, H., Snoek, F., Funk, B. & Riper, H., 04.2018, In: The British Journal of Psychiatry. 212, 4, p. 199-206 8 p.

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

  64. Published

    Multikonferenz Wirtschaftsinformatik 2018: Data driven X — Turning Data into Value

    Drews, P. (Editor), Funk, B. (Editor), Niemeyer, P. (Editor) & Xie, L. (Editor), 14.03.2018, Lüneburg: Institut für Wirtschaftsinformatik. 2094 p.

    Research output: Books and anthologies › Conference proceedings › Research

  65. Published

    Heuristic approximation and computational algorithms for closed networks: A case study in open-pit mining

    Daduna, H., Krenzler, R., Ritter, R. & Stoyan, D., 03.2018, In: Performance Evaluation. 119, p. 5-26 22 p.

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

  66. Published

    A health economic outcome evaluation of an internet-based mobile-supported stress management intervention for employees

    Ebert, D. D., Kählke, F., Buntrock, C., Berking, M., Smit, F., Heber, E., Baumeister, H., Funk, B., Riper, H. & Lehr, D., 02.2018, In: Scandinavian Journal of Work, Environment and Health. 44, 2, p. 171-182 12 p.

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

  67. Published

    Charting the Emerging Financial Services Ecosystem of Fintechs and Banks: Six Types of Data-Driven Business Models in the Fintech Sector

    Schmidt, J., Drews, P. & Schirmer, I., 01.01.2018, Proceedings of the 51st Annual Hawaii International Conference on System Sciences, HICSS 2018. Bui, T. X. (ed.). University of Hawaiʻi at Mānoa, p. 5004-5013 10 p. (Proceedings of the Annual Hawaii International Conference on System Sciences; vol. 2018-January).

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

  68. Published

    Narrative consistency across replays of pro-social interactive digital narratives

    Barbara, J., 01.01.2018, Interactive Storytelling - 11th International Conference on Interactive Digital Storytelling, ICIDS 2018, Proceedings. Rouse, R., Haahr, M. & Koenitz, H. (eds.). Cham: Springer Nature Switzerland AG, p. 154-159 6 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11318 LNCS).

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

  69. Published

    Agile Portfolio Management Patterns: A Research Design

    Horlach, B., Schirmer, I., Böhmann, T. & Drews, P., 2018, XP '18: Proceedings of the 19th International Conference on Agile Software Development: Companion. New York: Association for Computing Machinery, Inc, 6 p. a9. (ACM International Conference Proceeding Series; vol. Part F147763).

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

  70. Published

    Charting the Emerging Business Ecosystem of Fintechs and Banks: Seven Types of Collaborative Business Models

    Schmidt, J., Drews, P. & Schirmer, I., 2018, Twenty-Sixth European Conference on Information Systems (ECIS2018), Portsmouth,UK, 2018. Portsmouth: University of Portsmouth, 15 p. 1592. (Research Papers; vol. 104).

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

  71. Published

    Infinite Mixtures of Markov Chains

    Reubold, J., Boubekki, A., Strufe, T. & Brefeld, U., 2018, New Frontiers in Mining Complex Patterns: 6th International Workshop, NFMCP 2017 : held in conjunction with ECML-PKDD 2017, Skopje, Macedonia, September 18-22, 2017 : revised selected papers. Appice, A., Loglisci, C., Manco, G. & Masciari, E. (eds.). Cham: Springer, p. 167-181 15 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10785 LNAI).

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

  72. Published

    IT Governance in Scaling Agile Frameworks

    Horlach, B., Böhmann, T., Schirmer, I. & Drews, P., 2018, Tagungsband Multikonferenz Wirtschaftsinformatik 2018: Data driven X - Turning Data into Value. Drews, P., Funk, B., Niemeyer, P. & Xie, L. (eds.). Leuphana Universität Lüneburg, Vol. 5. p. 1789-1800 12 p. (MKWI 2018 - Multikonferenz Wirtschaftsinformatik; vol. 2018-March).

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

  73. Published

    Leveraging Big Data and Analytics for Auditing: Towards a Taxonomy

    Krieger, F. & Drews, P., 2018, Proceedings of ICIS 2018: Leveraging Big Data and Analytics for Audi. AIS eLibrary, 9 p. (International Conference on Information Systems 2018, ICIS 2018).

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

  74. Published

    Machine Learning for the Quantified Self: On the Art of Learning from Sensory Data

    Hoogendoorn, M. & Funk, B., 2018, 1 ed. Cham: Springer International Publishing AG. 231 p. (Cognitive Systems Monograph; vol. 35)

    Research output: Books and anthologies › Monographs › Research › peer-review

  75. Published

    Multi-Agent Path Finding with Kinematic Constraints for Robotic Mobile Fulfillment Systems

    Merschformann, M., Xie, L. & Erdman, D., 2018, arXiv, 38 p. (ArXiv.org).

    Research output: Working paper › Working papers

  76. Published

    Supporting Diffusion of IoT Solutions Exemplified by the ChainPORT Initiative

    Tesse, J., Schirmer, I., Drews, P., Saxe, S. & Baldauf, U., 2018, Proceedings of the 24th Americas Conference on Information Systems AMCIS 2018: Digital Disruption, AMCIS 2018. Association for Information Systems, 10 p. (Proceedings of the Americas Conference on Information Systems (AMCIS); vol. 2018).

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

  77. Published

    The impact of partially missing communities on the reliability of centrality measures

    Martin, C., 2018, Complex Networks & Their Applications VI: Proceedings of Complex Networks 2017 (The 6th International Conference on Complex Networks and Their Applications). Springer, Vol. 1. p. 41-52 12 p. (Studies in Computational Intelligence; vol. 689).

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

  78. 2017
  79. Published

    A Unified Contextual Bandit Framework for Long- and Short-Term Recommendations

    Tavakol, M. & Brefeld, U., 30.12.2017, Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2017 Skopje, Macedonia, September 18 – 22, 2017; Proceedings, Part II. Ceci, M., Hollmen, J., Todorovski, L., Vens, C. & Dzeroski, S. (eds.). Springer, Vol. 2. p. 269-284 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10535 LNAI).

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

  80. Published

    Bimodal Enterprise Architecture Management: The emergence of a new EAM function for a BizDevOps-based fast IT

    Drews, P., Schirmer, I., Horlach, B. & Tekaat, C., 02.11.2017, Proceedings - 2017 IEEE 21st International Enterprise Distributed Object Computing Conference Workshops, EDOCW 2017: 10–13 October 2017 Quebec City, Quebec, Canada, Proceedings. Lapalme, J., Halle, S. & Dijkman, R. (eds.). IEEE - Institute of Electrical and Electronics Engineers Inc., p. 57-64 8 p. (Proceedings - IEEE International Enterprise Distributed Object Computing Workshop, EDOCW; vol. 2017-October).

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

  81. Published

    Guest editorial: Special issue on sports analytics

    Brefeld, U. & Zimmermann, A., 01.11.2017, In: Data Mining and Knowledge Discovery. 31, 6, p. 1577-1579 3 p.

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

  82. Published

    Deep Learning auf sequenziellen Daten als Grundlage unternehmerischer Entscheidungen: Schwerpunkt Analyse sequenzieller Daten

    Funk, B., Dr. Rettenmeier, M. & Lang, T., 10.2017, In: Wirtschaftsinformatik & Management. 9, 5, p. 16-25 10 p.

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

  83. Published

    Metaheuristics approach for solving personalized crew rostering problem in public bus transit

    Xie, L., Merschformann, M., Kliewer, N. & Suhl, L., 10.2017, In: Journal of Heuristics. 23, 5, p. 321-347 27 p.

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

  84. Published

    What’s Hot: Machine Learning for the Quantified Self: On the Art of Learning from Sensory Data

    Hoogendoorn, M. & Funk, B., 28.09.2017

    Research output: other publications › Articles in scientific forums or blogs › Research › peer-review

  85. Published

    Digitalization: Opportunity and Challenge for the Business and Information Systems Engineering Community

    Legner, C., Eymann, T., Hess, T., Matt, C., Böhmann, T., Drews, P., Mädche, A., Urbach, N. & Ahlemann, F., 01.08.2017, In: Business and Information Systems Engineering. 59, 4, p. 301-308 8 p.

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

  86. Published

    Frame-based Data Factorizations

    Mair, S., Boubekki, A. & Brefeld, U., 25.07.2017, 34th International Conference on Machine Learning, ICML 2017. Precup, D. & Teh, Y. W. (eds.). Red Hook: Curran Associates, p. 2305-2313 9 p. (Proceedings of Machine Learning Research; vol. 70).

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

  87. Published

    Predicting the Individual Mood Level based on Diary Data

    Bremer, V., Becker, D., Funk, B. & Lehr, D., 06.2017, Proceedings of the 25th European Conference on Information Systems, ECIS 2017. AIS eLibrary, p. 1161-1177 17 p. (Proceedings of the 25th European Conference on Information Systems, ECIS 2017).

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

  88. Published

    Analysing clickstream data: Do paid and organic search affect each other?

    Bremer, V. & Funk, B., 04.04.2017, In: International Journal of Electronic Business. 13, 2/3, p. 205-215 11 p., 5.

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

  89. Published

    Digital Business Transformation and the Changing Role of the IT Function: Special Issue Editorial

    Urbach, N., Drews, P. & Ross, J., 2017, In: MIS Quarterly Executive. 16, 2, p. ii-iv 3 p.

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

  90. Published

    Digitalization of the Banking Industry: A Multiple Stakeholder Analysis on Strategic Alignment

    Schmidt, J., Drews, P. & Schirmer, I., 2017, AMCIS 2017 - America's Conference on Information Systems: A Tradition of Innovation. AIS eLibrary, Vol. 2017. 10 p. (Proceedings of the Americas Conference on Information Systems (AMCIS); vol. 2017-August).

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

  91. Published

    Increasing the Agility of IT Delivery: Five Types of Bimodal IT Organization

    Horlach, B., Drews, P., Schirmer, I. & Böhmann, T., 2017, Proceedings of the 50th Annual Hawaii International Conference on System Sciences, HICSS 2017. Bui, T. X. & Sprague, R. (eds.). University of Hawaiʻi at Mānoa, p. 5420-5429 10 p. (Proceedings of the Annual Hawaii International Conference on System Sciences; vol. 2017-January).

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

  92. Published

    Internet of Things-Specific Challenges for Enterprise Architectures: A Cross-Case Comparison of Explorative Projects from the smartPORT Initiative

    Drews, P., Schirmer, I., Tesse, J., Saxe, S. & Baldauf, U., 2017, AMCIS 2017 - America's Conference on Information Systems: A Tradition of Innovation. Texas: AIS eLibrary, 10 p. (Proceedings of the Americas Conference on Information Systems (AMCIS); vol. 2017).

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

  93. Published

    LivingCare - An autonomously learning, human centered home automation system: Collection and preliminary analysis of a large dataset of real living situations

    Eckert, R., Müller, S., Glende, S., Gerka, A., Hein, A. & Welge, R., 2017, Ambient Assisted Living: 9. AAL-Kongress, Frankfurt/M, Germany, April 20 - 21, 2016. Wichert, R. & Mand, B. (eds.). Cham: Springer International Publishing AG, p. 55-72 18 p. (Advanced Technologies and Societal Change).

    Research output: Contributions to collected editions/works › Contributions to collected editions/anthologies › Research › peer-review

  94. Published

    Propagating Maximum Capacities for Recommendation

    Boubekki, A., Brefeld, U., Lucchesi, C. L. & Stille, W., 2017, KI 2017: Advances in Artificial Intelligence: 40th Annual German Conference on AI, Dortmund, Germany, September 25-29, 2017 : proceedings. Cham, Schweiz: Springer, p. 72-84 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10505 LNAI).

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

  95. 2016
  96. Published

    Does Internet-based guided self-help for depression cause harm? An individual participant data meta-analysis on deterioration rates and its moderators in randomized controlled trials

    Ebert, D. D., Donkin, L., Andersson, G., Andrews, G., Berger, T. K., Carlbring, P., Rozental, A., Choi, I., Laferton, J. A. C., Johansson, R., Kleiboer, A., Lange, A., Lehr, D., Reins, J. A., Funk, B., Newby, J., Perini, S., Riper, H., Ruwaard, J., Sheeber, L., Snoek, F., Titov, N., Ünlü Ince, B., Van Bastelaar, K. M. P., Vernmark, K., Van Straten, A., Warmerdam, L., Salsman, N. & Cuijpers, P., 01.10.2016, In: Psychological Medicine. 46, 13, p. 2679-2693 15 p.

    Research output: Journal contributions › Scientific review articles › Research

  97. Published

    Predicting the future performance of soccer players

    Arndt, C. & Brefeld, U., 01.10.2016, In: Statistical Analysis and Data Mining. 9, 5, p. 373-382 10 p.

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

  98. Published

    Feature Extraction and Aggregation for Predicting the Euro 2016

    Tavakol, M., Zafartavanaelmi, H. & Brefeld, U., 09.2016, In: CEUR Workshop Proceedings. 1842, 1842, 7 p.

    Research output: Journal contributions › Conference article in journal › Research › peer-review

  99. Published

    European COMPARative Effectiveness research on blended Depression treatment versus treatment-as-usual (E-COMPARED): Study protocol for a randomized controlled, non-inferiority trial in eight European countries

    Kleiboer, A., Smit, J., Bosmans, J., Ruwaard, J., Andersson, G., Topooco, N., Berger, T., Krieger, T., Botella, C. M., Banos Rivera, R. M., Chevreul, K., Araya, R., Cerga-Pashoja, A., Cieslak, R., Rogala, A., Vis, C., Draisma, S., van Schaik, D. J., Kemmeren, L., Ebert, D. D., Berking, M., Funk, B., Cuijpers, P. & Riper, H., 03.08.2016, In: Trials. 17, 1, 10 p., 387.

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

  100. Published

    "Occupational eMental Health" in der Lehrergesundheit: Ein metaanalytisches Review zur Wirksamkeit von Online-Gesundheitstrainings bei Lehrkräften

    Lehr, D., Heber, E., Sieland, B., Hillert, A., Funk, B. & Ebert, D. D., 01.08.2016, In: Prävention und Gesundheitsförderung. 11, 3, p. 182-192 11 p.

    Research output: Journal contributions › Scientific review articles › Research

  101. Published

    How to Predict Mood? Delving into Features of Smartphone-Based Data

    Becker, D., Bremer, V., Funk, B., Asselbergs, J., Riper, H. & Ruwaard, J., 08.2016, Proceedings of the AMCIS 2016. AIS eLibrary, 10 p. (Proceedings of the Americas Conference on Information Systems (AMCIS); vol. 2016).

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

  102. Published

    The Star Pattern: Representing Domain Concepts in a Uniform Way

    Slotos, T., 06.07.2016, Proceedings of the 21st European Conference on Pattern Languages of Programs, EuroPLoP 2016: Proceedings of the 21st European Conference on Pattern Languages of Programs. Association for Computing Machinery, Inc, 11 p. a8. (ACM International Conference Proceeding Series).

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

  103. Published

    How Big Does Big Data Need to Be?

    Stange, M. & Funk, B., 06.2016, Enterprise Big Data Engineering, Analytics, and Management. Atzmueller, M., Oussena, S. & Roth-Berghofer, T. (eds.). Hershey: Business Science Reference, p. 1-12 12 p.

    Research output: Contributions to collected editions/works › Contributions to collected editions/anthologies › Research › peer-review

  104. Published

    Predicting online user behavior based on Real-Time Advertising Data

    Stange, M. & Funk, B., 06.2016, Proceedings of the Twenty-Fourth Conference on Information Systems (ECIS) 2016. AIS eLibrary, 14 p. (Research Papers; no. 152).

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

  105. Published

    Systematisch zur (E-) Learning Excellence

    Groß, M., 06.2016, In: HR Performance. 6, p. 24-28 5 p.

    Research output: Journal contributions › Journal articles › Transfer

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