Prof. Dr. Martin Bogdan

• 1987 - 1993 Communications technology (Major: Transmission technique) at the Fachhochschule Offenburg
• 1991 - 1993 Computer Engineering and Instrumentation at the Université Grenoble I Joseph Fourier
• Juni 1998 Doctorat studies at Universität Tübingen, faculty of Computer Science: Signalverarbeitung biologischer Nervensignale zur Steuerung einer Prothese mit Hilfe künstlicher neuronaler Netze
• Nov. 1993 - Mar. 2001 Research assitant in the Computer Engineering dept. at Tübingen University
• 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 Director of NeuroTeam
• April 2001 - März 2007 Assistant Proffessur in the dept. of Computer Engineering at Tübingen University
• WS 2005/06 - WS 2007/08 Replacement Professur for Computer Engineering at Universität Leipzig
• Since SS 2008 Professor for Computer Engineerign at Universität Leipzig

• Bioanaloge information processing
• Embedded systems for bioanaloge information processing
• Artificial neural networks ze
• Machine learning
• Medical signal processing
• Real-time signal processing
• Data analysis and  feature recognition
• Applied biomedical signal processing and data analysis
• Industrial signal processing and data analysis

• Lecture Enterprise Computing
• Lecture Basics of Computer Engineering I
• Lecture Basics of Computer Engineering II
• Lecture Computer Architecture
• Lecture Core Module Computer Engineering
• Lecture Neural Computing
• Lecture Neuro-Bionic Systems
• Lecture Embedded Systems
• Lecture VHDL

• 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