Lars Rosenbaum

Background

  • 2003 - 2009: Studies of Bioinformatics at the University of Tübingen
  • 2006 - 2007: Exchange student at Uppsala University, Sweden
  • since January 2010: Research assistant at the Center for Bioinformatics (ZBIT), Department of Computer Architecture, University of Tübingen

 

Research Interests

  • Machine Learning in Chem-/Bioinformatics
  • Large Scale Learning in Chem-/Bioinformatics
  • Statistical methods for analysis of metabolomics data

 

Current Projects

  • Interpretable Large Scale Approaches in Virtual Screening
  • Development of a Large Scale Learning Library for Virtual Screening
  • Analysis of data and development of a central data management based on Plone for the Diabetes Project

 

Publications

[1] Lars Rosenbaum, Andreas Jahn, and Andreas Zell. Optimizing the edge weights in optimal assignment methods for virtual screening with particle swarm optimization. In Mario Giacobini, Leonardo Vanneschi, and William Bush, editors, Evolutionary Computation, Machine Learning and Data Mining in Bioinformatics, volume 7246 of Lecture Notes in Computer Science, pages 26-37. Springer Berlin / Heidelberg, 2012. [ link ]
[2] K. Wörmann, M. Lucio, S. Forcisi, S.S. Heinzmann, E. Kenar, H. Franken, L. Rosenbaum, P. Schmitt-Kopplin, O. Kohlbacher, A. Zell, H.-U. Häring, and R. Lehmann. Metabolomics in der Diabetesforschung. Der Diabetologe, pages 1-5, 2012. 10.1007/s11428-011-0778-9. [ link ]
[3] Georg Hinselmann, Andreas Jahn, Nikolas Fechner, Lars Rosenbaum, and Andreas Zell. Approximation of graph kernel similarities for chemical graphs by kernel principal component analysis. In LNCS 6623 (EvoBio 2011), Evolutionary Computation, Machine Learning and Data Mining in Bioinformatics: 9th European Conference, pages 123-134. Springer, 2011.
[4] Georg Hinselmann, Andreas Jahn, Lars Rosenbaum, and Andreas Zell. Fast data mining with sparse chemical graph fingerprints by estimating the probability of unique patterns. In Michel Verleysen, editor, Proceedings of 19th European Symposium on Artificial Neural Networks (ESANN 2011), pages 417-422, Bruges, Belgium, 2011.
[5] Georg Hinselmann, Lars Rosenbaum, Andreas Jahn, Nikolas Fechner, Claude Ostermann, and Andreas Zell. Large-scale learning of structure-activity relationships using a linear support vector machine and problem-specific metrics. Journal of Chemical Information and Modeling, 52:203-213, 2011.
[6] Georg Hinselmann, Lars Rosenbaum, Andreas Jahn, Nikolas Fechner, and Andreas Zell. jcompoundmapper: An open source java library and command-line tool for chemical fingerprints. Journal of Cheminformatics, 3(3), 2011.
[7] Andreas Jahn, Georg Hinselmann, Lars Rosenbaum, Nikolas Fechner, and Andreas Zell. Boltzmann-enhanced flexible atom-pair kernel with dynamic dimension reduction. Molecular Informatics, 30(4):307-315, 2011.
[8] Andreas Jahn, Lars Rosenbaum, Georg Hinselmann, and Andreas Zell. 4D Flexible Atom-Pairs: An efficient probabilistic conformational space comparison for ligand-based virtual screening. Journal of Cheminformatics, 3(23), 2011. accepted.
[9] Lars Rosenbaum, Georg Hinselmann, Andreas Jahn, and Andreas Zell. Interpreting linear support vector machine models with heat map atom and bond coloring. Journal of Cheminformatics, 3(11), 2011.
[10] Nikolas Fechner, Georg Hinselmann, Andreas Jahn, Lars Rosenbaum, and Andreas Zell. A Free-Wilson-like approach to analyze QSAR models based on graph decomposition kernels. Molecular Informatics, 29:491-497, 2010. [ DOI | link ]

 

Address, Phone, Fax, Email

Eberhard-Karls-Universität Tübingen
Wilhelm-Schickard-Institut für Informatik
Lehrstuhl Rechnerarchitektur
Sand 1
D - 72076 Tübingen
 
Germany

Tel: (+49/0) 7071 / 29 77174
Fax: (+49/0) 7071 / 29 5091
Email: lars.rosenbaum at uni-tuebingen.de