The adaptive systems (former SONN) workgroup is concerned with the
design and analysis of biologically-inspired, adaptive information
processing systems. In particular, we aim at a deeper understanding of
the interaction of self-organization, learning, and evolution in the
design of adaptive systems and the role of structure in neural
information processing.
Right now, we are studying
model selection for kernel-based methods,
efficient training of support vector machines for large-scale problems,
multi-criteria machine learning,
policy gradient methods and direct policy search in reinforcement learning,
dynamical models of cortical information processing.
We offer theoretical and practical advice in computational intelligence
to other research groups and industrial partners. A supported software package is available.
Real-world applications include the optimization of
biometric and medical image processing,
models in computational neuroscience,
robot controllers,
chemical processes and plants,
driver assistance systems,
time series predictors for physical processes, and
classifiers for sequence analysis in bioinformatics.
Shark - a modular C++ library for the design and optimization of adaptive systems.
It mainly provides methods for nonlinear optimization, in particular single- and multi-objective evolutionary algorithms and unconstraint gradient-based algorithms (EALib), as well as machine learning methods including various types of neural networks and kernel-based algorithms (ReClaM). Basic tools for random number generation, I/O, Arrays, etc. are included. The Shark library works under SunOS/Linux, Mac OS X, and Windows.
Shark can be downloaded from The official Shark-Project Site at the SourceForge open source development and download repository.
Former Research Members
Busse, Dr. Anja M.,
[Homepage]
Chalimourda, Athanassia "Nancy"
Dietrich, Axel W.
Friedrichs, Frauke
Gayko, Dr. Jens
Glasmachers, Dr. Tobias, [Homepage]
Goerick, Dr. Christian
Hüsken, Dr. Michael,
Jin, Dr. Yaochu
Kreutz, Dr. Martin
Meyer, Dr. Jennifer
Olhofer, Dr. Markus (from Honda R&D Group)
Pötter, Dr. Clemens
Ronnewinkel, Christopher
Sendhoff, Dr. Bernhard;
[www.el-tec.de]
Samanpour, Dr. Ali Reza
Roth, Stefan
Stagge, Dr. Peter
Toussaint, Dr. Marc,
[Homepage]
Vogel, Dr. Andrea
Wan, Dr. Weishui