Institut für Neuroinformatik [Optimierung adaptiver Systeme]


	Forschungsgruppe Optimierung adaptiver Systeme

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Forschungsgruppen

Optimierung adaptiver Systeme

Institut
•	Aktuelles
•	Mitarbeiter
•	Lehre
•	Zusatzstudium
•	Studien- und Abschlussarbeiten
•	Stellenausschreibungen
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•	Suchen
•	FTP Server
•	Kontakt
Lehrstühle
•	Prof. Dr. Laurenz Wiskott
•	Prof. Dr. Gregor Schöner
Arbeitsgruppen
•	Theoretische Verhaltenswissenschaft Prof. Dr. Gregor Schöner
•	Theory of Neural Systems Prof. Dr. Laurenz Wiskott
•	Neural Plasticity Lab PD Dr. Hubert Dinse
•	Real-Time Optical Imaging Lab Dr. Dirk Jancke
•	Organic Computing Dr. Rolf Würtz
•	Optimierung adaptiver Systeme Jun.-Prof. Dr. Christian Igel
•	Autonome Robotik Dr. Ioannis Iossifidis
•	Medizinische Bildverarbeitung Dr. Susanne Winter
•	Echtzeitfähige Bildverarbeitung Jan Salmen
•	Fusion multipler Sensordaten Dr. Andrey Bogdanov

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Optimization of Adaptive Systems

[Group] [Publications] [Grant support] [Software] [Former members]

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.

People

Gruppenleiter

Igel, Juniorprof. Dr. Christian, [Homepage]

Wissenschaftliche Mitarbeiter

Fischer, Asja

Heidrich-Meisner, Verena, [Homepage]

Markovnikov, Valentin

Tuma, Matthias

Voß, Thomas

Wang, Nan

Valentin, Verena, Christian, Tobias

Publications

Please see our complete publications list.

Project partners

Software

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.

See also Christian′s software page for additional software.

Former Members

Ehemalige wissenschaftliche Mitarbeiter

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

Frauke, Christian, Stefan, Marc

ForschungsgruppeOptimierung adaptiver Systeme