Arbeitsgruppe
Team
Forschung / Kooperationen
Lehre
Publikationen
Events
Jobs
Forschung / Research
Theory of neural maps and machine learning
- Neural vector quantizers for supervised and unsupervised learning
- Relevance learning and non standard metrics
- Fuzzy classification
- Information theoretic vector quantization and statistical learning
- Neighbourhood cooperativness in evolutionary algorithms
Applications
- Data analysis medicine using machine learning approaches (psychotherapy, neurology, PET-imaging, …)
- Statistical data analysis
- Preprocessing of MS,IMS,NMR - spectra
- Clinical Proteomics, Biological Typing, Profiling (with Bruker Daltonik Leipzig/Bremen)
- Satellite remote sensing image analysis
- Model optimization in material science using evolutionary algorithms
- Metabolic feature extraction and classification
Kooperationen / Cooperations
Cooperations
- Clauthal-Technical University
Prof. B. Hammer
co-supervision program for Master-Students
Research cooperation - part time research stays - Bruker Bioscience
Dr. M. Kostrzewa and Dr. J. Decker (Bruker Daltonik Leipzig/Bremen)
Preprocessing and Data analyis for MALDI-MS spectral data
PhD funding, research fundings (currently SAB project on biodiversity) - Rice University (USA)
Prof. E. Merenyi
co-supervision program for Master/PhD-Students
Research cooperation - part time research stays - Rijksuniversiteit Groningen (Netherlands)
Prof. M. Biehl (Rijksuniversiteit Groningen)
Prototype based machine learning
Erasmus Research Cooperation - University Leipzig
Dr. T. Riemer, IZKF Leipzg und Max Planck Institut für Kognitions- und Neurowissenschaften Leipzig Projectpartner - Project MetaSTEM (NMR Metabolite Analysis for stem cells)
- Scottish Crop Research Institute
Udo Seiffert, PhD, Head of Mathematical Biology
Research cooperation - IPK Gatersleben
Dr. Marc Strickert and Dr. F. Schreiber(IPK Gatersleben)
co-supervision program for Master-Students
Research cooperation - part time research stays - Paracelsus Kliniken
PD Dr. med. Wieland Herrmann
Research cooperation (Data Analyis for Wilson's disease and Movement disorders) - UKL Leipzig
OA Dr. Swen Hesse Klinik und Poliklinik f Nuklearmedizin (UKL)
Research cooperation (FDGB-PET- and IBZM- data analysis) - Medizinische Universität Lübeck
Prof. T. Martinetz
Research cooperation
Funded Research Projects
1991-1994 BMFT-Projekt ‘LADY’: Lokale Steuerung eines geostationären Satelliten mit neuronalen Netzen, Universität Leipzig, Inst. f. Informatik
1994-1996 DFG-Projekt ‚Modellpartitionierung’: Modellpartitionierung von hochintegrierten Schaltkreisen zur parallelen Logiksimulation
1993-1997 DFG-Projekt: Das Repertoire der übertragungsbereitschaften von psychoneurotisch-psychosomatisch gestörten jüngeren Frauen
1998 Junior-Projekt: Erfolgs- und Prozeßkontrolle in der stationären Psychotherapie mittels Methoden der Neuroinformatik. Universität Leipzig
1999 Junior-Projekt: Vorhersage von Therapieverläufen in der stationären Psychotherapie auf der Basis hochdimensionaler nichtlinearer Zeitreihen mittels selbstorganisierender neuronaler Karten. Universität Leipzig
2000 Junior-Projekt: Entwicklung von Methoden zur Analyse nicht-metrischer Daten: Validierung am Beispiel kategorialer Daten zur Erfassung von Beziehungstrukturen. Universität Leipzig
2001-2003 NASA-Projekt: Precision Mining of Large Spectral Data Volumes for Rapid Identification of Planetary Resources (mit Rice University Houston)
2004-2007 NASA-Projekt: A Neural Map View of Planetary Spectral Images for Precision Data Mining and Rapid Source Identification
2004-2007 Clinical proteomics: Promotionsprojekt mit Bruker-Daltonik Leipzig (1 PhD Position)
2006-2009 BMBF-Projekt 'Metastem': NMR Metabolic Profiling of the Stem Cell Niche (1 PostDoc Position)
2007-2009 Industrial / SAB-Projekt 'Biodiversity': Optimization of Biodiversity-Analysis (1 PhD Position) in coop. with Bruker Bioscience Corp.