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prof.dr. H. Trautmann (Heike)

Professor

About Me

I am Professor of Data Science: Statistics and Optimization, both at the University of Twente as well as at the Department of Information Systems, University of Münster, Germany. I am also Director of the European Research Center for Information Systems (ERCIS) and head of the ERCIS competence center Social Media Analytics.

My research mainly focuses on Data Science, Data Stream Mining, Social Media Analytics, Algorithmization and Social Interaction, Automated Algorithm Selection and Configuration as well as (Multiobjective) Evolutionary Optimization. 

Expertise

Engineering & Materials Science
Automation
Clustering Algorithms
Deep Learning
Hardness
Machine Learning
Multiobjective Optimization
Vehicle Routing
Social Sciences
Artificial Intelligence

Research

Please have a look at my complete publication list :-)

Publications

Recent
Heins, J. , Rook, J., Schäpermeier, L., Kerschke, P., Bossek, J. , & Trautmann, H. (2022). BBE: Basin-Based Evaluation of Multimodal Multi-objective Optimization Problems. In G. Rudolph, A. V. Kononova, H. Aguirre, P. Kerschke, G. Ochoa, & T. Tušar (Eds.), Parallel Problem Solving from Nature: PPSN XVII (pp. 192-206). (Lecture Notes in Computer Science; Vol. 13398). Springer. https://doi.org/10.1007/978-3-031-14714-2_14
Rook, J. , Trautmann, H., Bossek, J., & Grimme, C. (2022). On the potential of automated algorithm configuration on multi-modal multi-objective optimization problems. In GECCO '22: Proceedings of the Genetic and Evolutionary Computation Conference Companion (pp. 356-359) https://doi.org/10.1145/3520304.3528998
Steinhoff, V., Kerschke, P., Aspar, P. , Trautmann, H., & Grimme, C. (2021). Multiobjectivization of Local Search: Single-Objective Optimization Benefits From Multi-Objective Gradient Descent. In IEEE Symposium Series on Computational Intelligence (SSCI) (pp. 2445-2452). [9308259] https://doi.org/10.1109/SSCI47803.2020.9308259
Prager, R. P. , Trautmann, H., Wang, H., Bäck, T. H. W., & Kerschke, P. (2021). Per-Instance Configuration of the Modularized CMA-ES by Means of Classifier Chains and Exploratory Landscape Analysis. In IEEE Symposium Series on Computational Intelligence (SSCI) (pp. 996-1003). [9308510] https://doi.org/10.1109/SSCI47803.2020.9308510
Aspar, P., Kerschke, P., Steinhoff, V. , Trautmann, H., & Grimme, C. (2021). Multi 3: Optimizing Multimodal Single-Objective Continuous Problems in the Multi-objective Space by Means of Multiobjectivization. In H. Ishibuchi, Q. Zhang, R. Cheng, K. Li, H. Li, H. Wang, & A. Zhou (Eds.), Evolutionary Multi-Criterion Optimization: 11th International Conference, EMO 2021, Shenzhen, China, March 28–31, 2021, Proceedings (pp. 311-322). (Lecture Notes in Computer Science; Vol. 12654). Springer. https://doi.org/10.1007/978-3-030-72062-9_25
Coombs, C., Stacey, P., Kawalek, P., Simeonova, B., Becker, J., Bergener, K., Carvalho, J. Á., Fantinato, M., Garmann-Johnsen, N. F., Grimme, C., Stein, A. , & Trautmann, H. (2021). What Is It About Humanity That We Can’t Give Away To Intelligent Machines? A European Perspective. International journal of information management, 58, [102311]. https://doi.org/10.1016/j.ijinfomgt.2021.102311

UT Research Information System

Google Scholar Link

Education

I am study coordinator of the executive master program "Data Science" (WWU Weiterbildungs gGmbH, Münster). This is a joint program of UT and WWU.

In my previous role of Vice Dean of Internationalization at WWU Münster, I supported two Double Degree Agreements between UT and WWU:

Affiliated Study Programmes

Bachelor

Master

Courses Academic Year  2022/2023

Courses in the current academic year are added at the moment they are finalised in the Osiris system. Therefore it is possible that the list is not yet complete for the whole academic year.
 

Courses Academic Year  2021/2022

Current Projects

Contact Details

Visiting Address

University of Twente
Drienerlolaan 5
7522 NB Enschede
The Netherlands

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Mailing Address

University of Twente
P.O. Box 217
7500 AE Enschede
The Netherlands

Additional Contact Information

Department of Information Systems
Data Science: Statistics and Optimization 
University of Münster
Leonardo-Campus 3         
48149 Münster, Germany

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