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Prof. Dr. Martin Bogdan

Martin Bogdan

Universität Leipzig
Fakultät für Mathematik und Informatik 
Abteilung Technische Informatik
Johannisgasse 26, Raum 4-46
04103 Leipzig

Postanschrift: Postfach 10 09 20, 04009 Leipzig

Telefon: +49 (341) 97-32208
Telefax: +49 (341) 97-32252

E-Mail: Bogdan

Sprechstunde: Mi, 14:00 bis 15:00. In der Vorlesungsfreien Zeit nur nach vorheriger Vereinbarung.

Werdegang

  • 1987 - 1993 Nachrichtentechnik mit Schwerpunkt Übertragungstechnik an der Fachhochschule Offenburg
  • 1991 - 1993 Informatique Industrielle et Instrumentation an der Université Grenoble I Joseph Fourier
  • Juni 1998 Promotion an der Universität Tübingen, Fakultät für Informatik: Signalverarbeitung biologischer Nervensignale zur Steuerung einer Prothese mit Hilfe künstlicher neuronaler Netze
  • November 1993 - März 2001 Wissenschaftlicher Mitarbeiter am Arbeitsbereich Technische Informatik der Universität Tübingen
  • 4/1995 - 8/2007 Studienberater und Mitglied des Diplomprüfungsausschusses Fakultät für Informatik, Universität Tübingen
  • 12/1999 - 12/2001 Frauenbeauftragter der Fakultät für Informatik, Universität Tübingen
  • Seit Juni 2000 Leiter des NeuroTeam
  • April 2001 - September 2005 Wissenschaftlicher Assistent am Arbeitsbereich Technische Informatik der Universität Tübingen
  • Wintersemester 2005/06 bis Wintersemester 2007/08 Vertretung der Professur für Technische Informatik an der Universität Leipzig
  • Seit Sommersemester 2008 Professor für Technische Informatik an der Universität Leipzig

Forschungsinteressen

Publikationen

  • M. Spüler, W. Rosenstiel, M. Bogdan
    Co-adaptivity in unsupervised adaptive Brain-Computer Interfacing: a simulation approach
    Akzeptiert für COGNITIVE 2012
  • A. Furdea, C.A. Ruf, S. Halder, D. De Massari, M. Bogdan, W. Rosenstiel, T. Matuz, N. Birbaumer
    A new (semantic) reflexive brain–computer interface: In search for a suitable classifier
    Journal of Neuroscience Methods, Vol. 203, Issue 1, pp. 233–240, dx.doi.org/10.1016/j.jneumeth.2011.09.013, 2012
  • M. Spüler, M. Bensch, S. Kleih, W. Rosenstiel, M. Bogdan, A. Kübler
    Online use of error-related potentials in healthy users and people with severe motor impairment increases performance of a P300-BCI
    Clinical Neurophysiology, http://dx.doi.org/10.1016/j.bbr.2011.03.031, 2012
  • E. Tafaj, G. Kasneci, W. Rosenstiel, M. Bogdan
    Bayesian Online Clustering of Eye-Tracking Data
    Akzeptiert für Eye Tracking Research and Applications (ETRA), 2012
  • K. El-Laithy, M. Bogdan
    A Reinforcement Learning Framework for Spiking Networks with Dynamic Synapses
    Computational Intelligence and Neuroscience, vol. 2011, Article ID 869348, 12 pages, doi:10.1155/2011/869348, 2011
  • M. Spüler, W. Rosenstiel, M. Bogdan
    A Fast Feature Selection Method for High-Dimensional MEG BCI Data
    Proceedings of the 5th International Brain-Computer Interface Conference, pp. 24-27, 2011
  • S. Halder, M. Spüler, E. Hammer, S. Kleih, M. Bogdan, W. Rosenstiel, A. Kübler, N. Birbaumer
    Prediction of Visual P300 BCI Aptitude Using Spectral Features
    Proceedings of the 5th International Brain-Computer Interface Conference, p.144-147, 2011
  • G. Cierniak, P. Gerjets, C. Walter, M. Bogdan, W. Rosenstiel
    Detecting Cognitive Load Levels by Means of Brain-Computer-Interface Methodology
    14th Biennial Conference of the European Association for Research on Learning and Instruction (EARLI), 2011
  • A. G. Dieckgraeff, A. Lindner, W. Rosenstiel, M. Bogdan
    Detection of Motor Planning and Suppression with the help of Electroencephalography
    IEEE EMBC, 2011
  • E. Tafaj, T. Kübler, J. Peter,  U. Schiefer,  M.  Bogdan, W. Rosenstiel
    Vishnoo - An Open-Source Software for Vision Research
    24th IEEE International Symposium on Computer-Based Medical Systems, 2011
  • K. El-Laithy, M. Bogdan
    A Hypothetical Free Synaptic Energy Function and Related States of Synchrony
    ICANN 2011, pp. 40-47, DOI: 10.1007/978-3-642-21738-8_6, 2011
  • K. El-Laithy, M. Bogdan
    On the capacity of transient states of synchrony in liquid state machines
    ICANN 2011, pp. 56-63, DOI: 10.1007/978-3-642-21738-8_8, 2011
  • K. El-Laithy, M. Bogdan
    Synchrony State Generation: an Approach using Stochastic Synapses
    Journal of Artificial Intelligence and Soft Computing Research (JAISCR), Vol. 1, No. 1, pp. 17-25, 2011
  • S. Halder, D. Agorastos, R. Veit, E.-M. Hammer, S. Lee, B. Varkuti, M. Bogdan, W.  Rosenstiel, N. Birbaumer, A. K"ubler
    Neural mechanisms of brain-computer interface control
    NeuroImage, Vol. 5, Issue 4, dx.doi.org/10.1016/j.neuroimage.2011.01.021, pp. 1779-1790, 2011
  • D. Brugger, S. Butovas, M. Bogdan, C. Schwarz
    Real-time adaptive microstimulation increases reliability of electrically evoked cortical potentials
    IEEE Transaction on Biomedical Engineering, Vol. 58, No. 5, pp. 1483-1491, 2011
  • C. Walter, G. Cierniak, P. Gerjets, W. Rosenstiel, M. Bogdan
    Classifying mental states with machine learning algorithms using alpha activity decline
    ESANN, pp. 405-410, 2011
  • S. Halder, D. Agorastos, R. Veit, E.-M. Hammer, S. Lee, B. Varkuti, M. Bogdan, W.  Rosenstiel, N. Birbaumer, A. Kübler
    Neural mechanisms of brain-computer interface control
    NeuroImage, Vol. 5, Issue 4, dx.doi.org/10.1016/j.neuroimage.2011.01.021, pp. 1779-1790, 2011
  • E. Tafaj, J. Dietzsch, U. Schiefer, W. Rosenstiel, M.  Bogdan
    Reliable Classification of visual field defects in automated perimetry using clustering
    8th IASTED/IEEE International Conference on Biomedical Engineering, pp. 446-451, 2011
  • E. Tafaj,  P.  Rumbolz, M.  Bogdan, J.  Wiedemann, W. Rosenstiel
    Zukünftige Fahrzeuge adaptieren sich auf den Fahrer: Identifikation charakteristischer Verhaltensmerkmale von Fahrzeugführern unter demographischen Gesichtspunkten
    Akzeptiert als GMM-Fachbericht zur Tagung Automotive meets Electronics, Dortmund, 2011
  • R. Qashi, M. Bogdan, K. Hänßgen
    Case Study: The Effect of Variable Priority Parameters on the QoS of WLANs IEEE 802.11e EDCF
    International Conference on Computer and Network Engineering ICCNE 2011
  • R. Qashi, M. Bogdan, K. Hänßgen
    Evaluating the QoS of WLANs for the IEEE 802.11 EDCF in real-time applications
    International Conference on Communications and Information Technology, ICCT, 2011
  • D. Brugger, W. Rosenstiel, M. Bogdan
    Online SVR Training by Solving the Primal Optimization Problem
    Journal of Signal Processing Systems, pp. 1-12, dx.doi.org/10.1007/s11265-010-0514-5, 2010
  • F. Güttler, W. Rabe, J. Hoffmann, R. Der, M. Bogdan
    Transposing Simulated Self-Organizing Robots into Reality using the
    Plug&Learn Architecture
    Proceedings of the Second International Conference on Neural Computation, INSTICC, Valencia, pp. 350-357, 2010
  • C. Walter, G. Cierniak, M. Bogdan, W. Rosenstiel, P. Gerjets
    Load-Adaptive Tutor Systems Based on Brain-Computer Interfaces
    The 4th International Cognitive Load Theory Conference, Macao, 2010
    • K. El-Laithy, M. Bogdan
      A Hebbian-based reinforcement learning framework for spike-timing-dependent synapses
      ICANN, Thessaloniki, LNCS vol. 6352, pp. 160-169, 2010
    • T. Schmid, D. Günzel, M. Bogdan
      Using an artificial neural network to determine electrical properties of epithelia
      ICANN, Thessaloniki, LNCS vol. 6352, pp. 211-216, 2010
    • J. Hoffmann, K. El-Laithy, F. Güttler, M. Bogdan
      Simulating Biological-Inspired Spiking Neuronal Networks with OpenCL
      ICANN, Thessaloniki, LNCS vol. 6352, pp. 184-187, 2010
    • K. El-Laithy, M. Bogdan
      Predicting spike timing of a Thalamic neuron using a stochastic synapse
      ESANN, Bruges, pp. 358-363, 2010
    • R. Qashi, M. Bogdan, K. Hänßgen
      Performence analysis of WLANs for the IEEE 802.11 EDCF in real-time applications
      Proceedings 4th International Academic Conference of Young Scientists "Computer Science and Engineering 2010", CSE, 2010
    • A. Walter, A. Roth, G. Naros, W. Rosenstiel, N. Birbaumer, A. Gharabaghi, M. Bogdan
      Application of a Video Feedback BCI for Phantom Pain - a Case Study
      Fourth International BCI Meeting, Asilomar, 2010
    • S. Halder, D. Agorastos, R. Veit, E. Hammer, M. Bogdan, W. Rosenstiel, N. Birbaumer, A. Kübler
      An fMRI Motor Task Comparison between good and bad SMR BCI Performers
      Fourth International BCI Meeting, Asilomar, 2010
    • E. Tafaj,  C. Uebber,  J. Dietzsch, U. Schiefer, M. Bogdan, W. Rosenstiel
      Mobile and fast detection of visual field defects for elderly drivers as
      a necessary input into driver assistance systems for mobility maintenance
      GMM-Fachbericht Band 64, AmE 2010 - Automotive meets Electronics, pp. 47-52, 2010
    • E. Tafaj, C Uebber, J. Dietzsch, U. Schiefer, M. Bogdan, W. Rosenstiel
      Introduction of a Portable Campimeter Based on a Laptop/Tablet PC
      Proceedings of the 19th Imaging and Perimetry Society, Spain, March 2010
    • M. Franke, M. Bogdan
      An Enhanced Kinematic model of the Human Thumb for an Artificial Hand
      Proceedings of the Third International Conference on Biomedical Electronics and Devices, INSTICC, Valencia, pp. 206—210, 2010
    • K. El-Laithy, M. Bogdan
      Synchrony State Generation in Artificial Neural Networks with Stochastic Synapses
      ICANN 2009, Part I, LNCS 5768, pp. 181-190, 2009
    • A. Walter, M. Bensch, D. Brugger, W. Rosenstiel, N. Birbaumer, A. Gharabaghi, M. Bogdan
      BCCI - a bidirectional cortical communication interface
      Proceedings of the International Joint Conference on Computational Intelligence, IJCCI, pp. 440-445, 2009
    • D. Brugger, W. Rosenstiel, M. Bogdan
      Online SVR Training by Solving the Primal Optimization Problem
      Proceedings of the 2009 IEEE Signal Processing Society Workshop, 2009
    • M. Franke, M. Bogdan
      A New Lightweight, Robust and Forceful Finger for an Artificial Limb
      WORLD CONGRESS 2009 - MEDICAL PHYSICS AND BIOMEDICAL ENGINEERING, pp. 339-342, 2009
    • D. Brugger, S. Butovas, M. Bogdan, C. Schwarz, W. Rosenstiel
      Direct and inverse solution for a stimulus adaptation problem using SVR
      ESANN 2008, Brugge, pp. 397-402, 2008
    • D. Brugger, W. Rosenstiel, M. Bogdan
      Automatic Cluster Detection in Kohonen's SOM
      IEEE Transactions on Neural Networks, Vol. 19(3):442-459, 2008
    • E. Mugler, M. Bensch, S. Halder, W. Rosenstiel, M. Bogdan, N. Birbaumer, A. Kübler
      Control of an Internet Browser Using the P300 Event Related Potential
      International Journal of Bioelectromagnetism, 10(1):56-63, 2008
    • M. Bensch, J. Mellinger, M. Bogdan, W. Rosenstiel
      A Multiclass BCI using MEG
      Proc. 4th Int. Brain-Computer Interface Workshop, Graz, pp. 191-196, 2008
    • M. Jaumann, L. Rüttiger, M. Bogdan, M. Knipper
      Correlating Auditory Brainstem Responses (ABR) with
      Local Field Potentials using an Artificial Neural Network Approach
      45th edition of the Inner Ear Biology Workshop, Ferrara, 2008
    • M. Jaumann, L. Rüttiger, M. Bogdan, M. Knipper\\
      Correlation of local Field Potentials and Auditory Brainstem Responses (ABR)
      Leopoldina Symposium: Molecular Medicine of Sensory Systems, Tübingen, 2008
    • C. Budziszewski, M. Bogdan, A. Lindner
      Spatiotemporal Classification Of Event Related fMRI Data To
      Decode Movement Intentions In Humans
      NeNa2008 Tübingen, Ellwangen, 2008
    • M. Bensch, A.A. Karim, J. Mellinger, T. Hinterberger, M. Tangermann, M. Bogdan, W. Rosenstiel, N. Birbaumer
      Nessi: An EEG controlled web browser for severely paralyzed patients
      Computational Intelligence and Neuroscience, Volume 2007,
      Article ID 71863, 5 pages, doi:10.1155/2007/71863, 2007
    • S. Halder, M. Bensch, J. Mellinger, M. Bogdan, A. Kübler, N. Birbaumer, W. Rosenstiel
      Online Artifact Removal for Brain-Computer Interfaces Using Support Vector Machines and Blind Source Separation
      Computational Intelligence and Neuroscience, DOI:10.1155/82069, Nr.82069, 10 pages
    • M. Bensch, D. Brugger, P. Baeuerle, W. Rosenstiel, M. Bogdan, W. Spruth
      Self-Learning Prediciton System for Optimisation of Workload Managememt in a Mainframe Operating System
      International Conference on Enterprise Information Systems, Funchal, 2007, p. 212-218

    • S. Waldert, M. Bensch, M. Bogdan, W. Rosenstiel, B. Schölkopf, C.L. Lowery, H. Eswaran, H. Preissl
      Real-Time Fetal Heart Monitoring in Biomagnetic Measurements Using Adaptive Real-Time ICA
      IEEE Transactions on Biomedical Engineering, Vol.54(10), p.1867-1874, 2007

    • M. Bensch, W. Rosenstiel, M. Bogdan
      Phase Synchronisation in MEG for Brain-Computer Interfaces
      Proc. of the 3rd Int. Brain-Computer Interface workshop, Graz, 2006

    • M. Bogdan, M. Bensch
      Artificial neural networks and machine learning for man-machine-interfaces - processing of nervous signals
      ESANN, Brugge, 2006

    • E. Sapozhnikova, M. Bogdan, B. Speiser, W. Rosenstiel
      EChem++ - An Object-Oriented Problem Solving Environment for Electrochemistry. 3. Classification of voltammetric signals by the Fuzzy ARTMAP neural network with respect to reaction mechanisms
      Journal of Electroanalytical Chemistry 588, 2006

    • T.Hermle, M. Bogdan, C. Schwarz, W. Rosenstiel
      ANN-based System for Sorting Spike Waveforms Employing Refractory Periods
      ICANN 2005, Warszawa, 2005

    • T. M. Lal, M. Schröder, N. J.Hill, H. Preissl, T. Hinterberger, J. Mellinger, M. Bogdan, W. Rosenstiel, T. Hoffmann, N. Birbaumer, B. Schölkopf
      A Brain Computer Interface with Online Feedback based on Magnetoencephalography
      Int. Conf. on Machine Learning ICML 2005, Bonn

    • M. Bensch, M. Schröder, M. Bogdan, W. Rosenstiel
      Feature Selection for High-Dimensional Indusrtial Data
      ESANN, Brugge, 2005

    • M. Schröder, T. M. Lal, T. Hinterberger, M. Bogdan, N. J. Hill, N. Birbaumer, W. Rosenstiel, B. Schölkopf
      Robust EEG Channel Selection Across Subjects for Brain Computer Interfaces
      EURASIP Journal on Applied Signal Processing, Special Issue: Trends in Brain Computer Interfacesk Volume 2005, Issue 19, 2005.

    • T. Hermle, C. Schwarz, M. Bogdan
      Employing ICA and SOM for spike sorting of multielectrode recordings from CNS
      Journal of Physiology Paris 98(4-6), 2004

    • T. M. Lal, M. Schröder, T. Hinterberger, J. Weston, M. Bogdan, N. Birbaumer, B. Schölkopf
      Support Vector Channel Selection in BCI
      IEEE Trans. on Biomedical Engineering, Vol. 51, No. 6, pp. 1003-1010, 2004

    • D. Lettnin, A. Braun, M. Bogdan, J. Gerlach, W. Rosenstiel
      Synthesis of SystemC Design: A Case Study of Digital Neural Networks
      DATE 2004, Paris, 2004

    • M. Bogdan, M. Schröder, W. Rosenstiel
      Towards the Restoration of Hand Grasp Function of Quadripledgic Patients based on an Artificial Neural Net Controller - an Approach
      ESANN 2003, Brugge.

    • M. Bogdan, M. Schröder, W. Rosenstiel
      Artificial Neural Net Based Signal Processing for Interaction with Peripheral Nervous System
      1st Int. IEEE EMBS Conf. on Neural Engineering, Capri, 2003

    • M. Schröder, M. Bogdan, W. Rosenstiel, T. Hinterberger, N. Birbaumer
      Automated EEG Feature Selection for Brain Computer Interfaces
      1st Int. IEEE EMBS Conf. on Neural Engineering, Capri, 2003

    • K. Ludwig, L. Rajendran, B. Speiser, J. Strutwolf, C. Autenrieth, M. Bogdan, T. Ewald, E. Sapozhnikova
      EChem++ - An Object Oriented Approach to Computational Electrochemistry
      203rd ECS Meeting, Paris, 2003

    • M. Schröder, M. Bogdan, W. Rosenstiel, T. Hinterberger, U. Strehl, N. Birbaumer
      Online classification of EEG signals using artificial neural networks for biofeedback training of patients with epilepsy
      9th International Workshop on Systems, Signals and Image Processing, Recent trends in Multimedia Information Processing, Manchester, World Scientific Press, 2002

    • M. Bogdan
      Artificial Neural Net Based Controller Using Interfaces to the Peripheral Nervous System
      IEEE Systems, Man and Cybernetics Conference 2001, Tucson, 2001

    • T. Hermle, M. Bogdan, C. Schwarz
      Spike sorting algorithm based on independent components analysis (INCA) and a self-organizing map (SOM) minimizing user interaction - application to multineuron recordings in CNS
      World Congress on Neuroinformatics, Vienna, 2001

    • M. Bogdan, W. Rosenstiel
      Detection of Cluster in Self-Organizing Maps for Controlling a Prostheses using Nerve Signals
      ESANN 2001, Brugge, 2001

    • M. Bogdan, M. Franke, W. Rosenstiel
      Real Time Processing of Nerve Signals for Controlling an Artificial Hand
      IASTED International Conference on Applied Informatics AI 2001, Innsbruck, 2001

    • M. Bogdan
      Nervengesteuerte Prothese
      Deutsches Ärzteblatt/PraxisComputer 5/2000

    • M. Bogdan, W. Rosenstiel
      Self-Organized Real Time Controller for Limb Prostheses
      IASTED International Conference on Control and Applications CA 2000, Cancun, ISBN 0-88986-288-5, 2000

    • M. Schröder, M.Bogdan, W. Rosenstiel
      Restoration of Hand Function using Artificial Neural Net Controller
      IASTED International Conference on Control and Applications CA 2000, Cancun, ISBN 0-88986-288-5, 2000

    • M.Bogdan, W. Rosenstiel
      Application of Artificial Neural Networks for Different Engineering Problems
      Lecture Notes in Computer Science 1725, 26th Annual Conference on Current Trends in Theory and Practice of Informatics SOFSEM'99, Milovy, 1999, Invited paper

    • M. Bogdan
      Signalverarbeitung biologischer Nervensignale zur Steuerung einer Prothese mit Hilfe künstlicher neuronaler Netze
      Dissertation, Cuvillier Verlag Göttingen, ISBN 3-89712-336-3, 1998

    • M. Bogdan, W. Rosenstiel
      Real Time Processing of Nerve Signals for Controlling a Limb Prostheses
      In Information Processing in Cells and Tissues, Edited by Mike Holcombe and Ray Paton, ISBN 0-306-45839-X, pp. 17-25, 1998

    • M. Bogdan, A.L. Cechin, S. Breit, W. Rosenstiel
      Cultured Nerve Cell Networks as Biosensors using Artificial Neural Nets
      Seizième Colloque sur le Traitement du Signal et des Images GRETSI'97, Grenoble, 1997

    • M. Bogdan, A. Harsch, G.W. Gross, W. Göpel, W. Rosenstiel
      Processing of Nerve Cell Signal Recordings from Cultured Neural Networks using Artificial Neural Nets
      Conf. IASTED Intelligence and Soft Computing, Banff, 1997

    • M. Bogdan, W. Rosenstiel
      Real Time Processing of Nerve Signals for Controlling a Limb Prostheses
      Conf. Information Processing in Cells and Tissues, Sheffield, 1997

    • M. Bogdan, H. Speckmann, W. Rosenstiel
      Chips and Computers for Artificial Neural Nets
      In Sensors Update, VCH, ISBN 3-527-29432-5, 1996

    • M. Bogdan, A. Babanine, J. Kaniecki, W. Rosenstiel
      Nerve Signal Processing using Artificial Neural Nets
      In Computation in Cellular and Molecular Biological Systems, World Scientific, ISBN 981-02-2878-3, 1996

    • M. Bogdan, W. Rosenstiel
      Intelligent Neural Interface - Signalprocessing of Nerve Signals using Artificial Neural Nets
      BioNet`96, Berlin, GFaI Berlin, ISBN 3-00-001107-2, 1996, Invited paper

    • M. Bogdan, W. Rosenstiel
      Classification of Nerve Signals using Kohonen`s Self-Organizing Map
      1st International Conference on Bioelectromagnetism, Tampere, 1996

    • M. Bogdan, A. Babanine, J. Kaniecki, W. Rosenstiel
      Nerve Signal Processing using Artificial Neural Nets
      Conf. Information Processing in Cells and Tissues, Liverpool, 1995

    • M. Bogdan, H. Speckmann W. Rosenstiel
      KOBOLD - a neural coprocessor for backpropagation with online learning
      Proc. of Fourth Int. Conf. on Microelectronics for Neural Networks and Fuzzy Systems, 1994

    • M. Bogdan, W. Rosenstiel
      Artificial Neural Nets for Peripheral Nervous System - remoted Limb Prostheses
      Neural Networks & their Applications, Marseille, 1994

    • M. Bogdan, H. Speckmann, W.Rosenstiel
      KOBOLD - a neural coprocessor for backpropagation with online learning
      ICANN, Sorrento, 1994
    Universität Leipzig  ·  Fakultät für Mathematik und Informatik  ·  Abteilung Technische Informatik  ·  Prof. Dr. Martin Bogdan
    Johannisgasse 26  ·  04103 Leipzig  ·  Telefon: +49 (341) 97-32208  ·  Telefax: +49 (341) 97-32252
    Impressum © 2008 Technische Informatik