prof.dr. H. Trautmann (Heike)

I am Guest Professor of Data Science: Statistics and Optimization at the University of Twente and Professor of Machine Learning and Optimization at the Department of Computer Science, Paderborn University, Germany. I am member of the European Research Center for Information Systems (ERCIS) and head of the ERCIS competence center Social Media Analytics as well as the ERCIS research cluster 'Data Science and AI'.

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.

Engineering & Materials Science

# Automation
# Clustering Algorithms
# Deep Learning
# Hardness
# Machine Learning
# Multiobjective Optimization
# Vehicle Routing

Social Sciences

# Artificial Intelligence

Faculty of Electrical Engineering, Mathematics and Computer Science (EEMCS), Datamanagement & Biometrics (DMB)

Paderborn University , Germany
Professor of Machine Learning and Optimisation

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

Leszkiewicz, A. , Bucur, D., Grimme, C., Michalski, R., Clever, L., Pohl, J. , Rook, J., Bossek, J., Preuss, M., Squillero, G., Quer, S., Calabrese, A., Iacca, G. , Kizgin, D. H. , & Trautmann, H. (2022). Social Influence Analysis (SIA) in Online Social Networks. Paper presented at 4th Multidisciplinary International Symposium, MISDOOM 2022 , Boise, Idaho, United States.

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. Advance online publication. 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). Article 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). Article 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, Article 102311. https://doi.org/10.1016/j.ijinfomgt.2021.102311

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I am study coordinator of the executive master program "Data Science" (University of Münster Professional School). This is a joint program of UT and the University of Münster.

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

Double degree Bachelor
“International Business Administration – Learning across Borders”
Double degree Master in
“Business Information Systems and Data Science”

Bachelor

International Business Administration

Master

Business Information Technology

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.