Application of Artificial Neural Networks for Different Engineering Problems. - Martin Bogdan; Wolfgang Rosenstiel (SOFSEM, 1999)

Detection of cluster in Self-Organizing Maps for controlling a prostheses using nerve signals. - Martin Bogdan; Wolfgang Rosenstiel (ESANN, 2001)

Artificial neural net based controller using interfaces to the peripheral nervous system. - Martin Bogdan (SMC, 2001)

Towards the restoration of hand grasp function of quadriplegic patients based on an artificial neural net controller using peripheral nerve stimulation - an approach. - Martin Bogdan; Michael Schröder 002; Wolfgang Rosenstiel (ESANN, 2003)

Synthesis of Embedded SystemC Design: A Case Study of Digital Neural Networks. - Djones Lettnin; Axel G. Braun; Martin Bogdan; Joachim Gerlach; Wolfgang Rosenstiel (DATE, 2004)

Support vector channel selection in BCI. - Thomas Navin Lal; Michael Schröder 002; Thilo Hinterberger; Jason Weston; Martin Bogdan; Niels Birbaumer; Bernhard Schölkopf (IEEE Trans. Biomed. Eng., 2004)

Feature selection for high-dimensional industrial data. - Michael Bensch; Michael Schröder 002; Martin Bogdan; Wolfgang Rosenstiel (ESANN, 2005)

ANN-Based System for Sorting Spike Waveforms Employing Refractory Periods. - Thomas Hermle; Martin Bogdan; Cornelius Schwarz; Wolfgang Rosenstiel (ICANN (1), 2005)

A brain computer interface with online feedback based on magnetoencephalography. - Thomas Navin Lal; Michael Schröder 002; N. Jeremy Hill; Hubert Preißl; Thilo Hinterberger; Jürgen Mellinger; Martin Bogdan; Wolfgang Rosenstiel; Thomas Hofmann 001; Niels Birbaumer; Bernhard Schölkopf (ICML, 2005)

Robust EEG Channel Selection across Subjects for Brain-Computer Interfaces. - Michael Schröder 002; Thomas Navin Lal; Thilo Hinterberger; Martin Bogdan; N. Jeremy Hill; Niels Birbaumer; Wolfgang Rosenstiel; Bernhard Schölkopf (EURASIP J. Adv. Signal Process., 2005)

Artificial neural networks and machine learning for man-machine-interfaces - processing of nervous signals. - Martin Bogdan; Michael Bensch (ESANN, 2006)

Self-Learning Prediction System for Optimisation of Workload Management in a Mainframe Operating System. - Michael Bensch; Dominik Brugger; Wolfgang Rosenstiel; Martin Bogdan; Wilhelm G. Spruth; Peter Baeuerle (ICEIS (2), 2007)

Nessi: An EEG-Controlled Web Browser for Severely Paralyzed Patients. - Michael Bensch; Ahmed A. Karim; Jürgen Mellinger; Thilo Hinterberger; Michael Tangermann; Martin Bogdan; Wolfgang Rosenstiel; Niels Birbaumer (Comput. Intell. Neurosci., 2007)

Online Artifact Removal for Brain-Computer Interfaces Using Support Vector Machines and Blind Source Separation. - Sebastian Halder 001; Michael Bensch; Jürgen Mellinger; Martin Bogdan; Andrea Kübler; Niels Birbaumer; Wolfgang Rosenstiel (Comput. Intell. Neurosci., 2007)

Real-Time Fetal Heart Monitoring in Biomagnetic Measurements Using Adaptive Real-Time ICA. - Stephan Waldert; Michael Bensch; Martin Bogdan; Wolfgang Rosenstiel; Bernhard Schölkopf; Curtis L. Lowery; Hari Eswaran; Hubert Preissl (IEEE Trans. Biomed. Eng., 2007)

Direct and inverse solution for a stimulus adaptation problem using SVR. - Dominik Brugger; Sergejus Butovas; Martin Bogdan; Cornelius Schwarz; Wolfgang Rosenstiel (ESANN, 2008)

Automatic Cluster Detection in Kohonen's SOM. - Dominik Brugger; Martin Bogdan; Wolfgang Rosenstiel (IEEE Trans. Neural Networks, 2008)

Synchrony State Generation in Artificial Neural Networks with Stochastic Synapses. - Karim El-Laithy; Martin Bogdan (ICANN (1), 2009)

BCCI - A Bidirectional Cortical Communication Interface. - Armin Walter; Michael Bensch; Dominik Brugger; Wolfgang Rosenstiel; Martin Bogdan; Niels Birbaumer; Alireza Gharabaghi (IJCCI, 2009)

An Enchanced Kinematic Model of the Human Thumb for an Artificial Hand. - Marc Franke; Martin Bogdan (BIODEVICES, 2010)

Predicting spike-timing of a thalamic neuron using a stochastic synaptic model. - Karim El-Laithy; Martin Bogdan (ESANN, 2010)

A Hebbian-Based Reinforcement Learning Framework for Spike-Timing-Dependent Synapses. - Karim El-Laithy; Martin Bogdan (ICANN (2), 2010)

Simulating Biological-Inspired Spiking Neural Networks with OpenCL. - Jörn Hoffmann 001; Karim El-Laithy; Frank Güttler; Martin Bogdan (ICANN (1), 2010)

Using an Artificial Neural Network to Determine Electrical Properties of Epithelia. - Thomas Schmid 003; Dorothee Günzel; Martin Bogdan (ICANN (1), 2010)

Transposing Simulated Self-organizing Robots into Reality using the PLUG&LEARN Architecture. - Frank Güttler; Wolfgang Rabe; Jörn Hoffmann 001; Martin Bogdan; Ralf Der (IJCCI (ICFC-ICNC), 2010)

Vishnoo - An open-source software for vision research. - Enkelejda Tafaj; Thomas C. Kübler; Jörg Peter 001; Wolfgang Rosenstiel; Martin Bogdan (CBMS, 2011)

Detection of motor planning and suppression with the help of electroencephalography. - Anita G. Dieckgraeff; Axel Lindner; Wolfgang Rosenstiel; Martin Bogdan (EMBC, 2011)

Classifying mental states with machine learning algorithms using alpha activity decline. - Carina Walter; Gabriele Cierniak; Peter Gerjets; Wolfgang Rosenstiel; Martin Bogdan (ESANN, 2011)

A Hypothetical Free Synaptic Energy Function and Related States of Synchrony. - Karim El-Laithy; Martin Bogdan (ICANN (2), 2011)

On the Capacity of Transient Internal States in Liquid-State Machines. - Karim El-Laithy; Martin Bogdan (ICANN (2), 2011)

A Reinforcement Learning Framework for Spiking Networks with Dynamic Synapses. - Karim El-Laithy; Martin Bogdan (Comput. Intell. Neurosci., 2011)

Neural mechanisms of brain-computer interface control. - Sebastian Halder 001; D. Agorastos; Ralf Veit; Eva M. Hammer; S. Lee; B. Varkuti; Martin Bogdan; Wolfgang Rosenstiel; Niels Birbaumer; Andrea Kübler (NeuroImage, 2011)

Real-Time Adaptive Microstimulation Increases Reliability of Electrically Evoked Cortical Potentials. - Dominik Brugger; Sergejus Butovas; Martin Bogdan; Cornelius Schwarz (IEEE Trans. Biomed. Eng., 2011)

Online SVR Training by Solving the Primal Optimization Problem. - Dominik Brugger; Wolfgang Rosenstiel; Martin Bogdan (J. Signal Process. Syst., 2011)

A brain-computer interface for chronic pain patients using epidural ECoG and visual feedback. - Armin Walter; Georgios Naros; Alexander Roth 005; Wolfgang Rosenstiel; Alireza Gharabaghi; Martin Bogdan (BIBE, 2012)

One Class SVM and Canonical Correlation Analysis increase performance in a c-VEP based Brain-Computer Interface (BCI). - Martin Spüler; Wolfgang Rosenstiel; Martin Bogdan (ESANN, 2012)

Bayesian online clustering of eye movement data. - Enkelejda Tafaj; Gjergji Kasneci; Wolfgang Rosenstiel; Martin Bogdan (ETRA, 2012)

Cyfield-RISP: Generating Dynamic Instruction Set Processors for Reconfigurable Hardware Using OpenCL. - Jörn Hoffmann 001; Frank Güttler; Karim El-Laithy; Martin Bogdan (ICANN (1), 2012)

Adaptive SVM-Based Classification Increases Performance of a MEG-Based Brain-Computer Interface (BCI). - Martin Spüler; Wolfgang Rosenstiel; Martin Bogdan (ICANN (1), 2012)

Temporal Finite-State Machines: A Novel Framework for the General Class of Dynamic Networks. - Karim El-Laithy; Martin Bogdan (ICONIP (2), 2012)

Principal component based covariate shift adaption to reduce non-stationarity in a MEG-based brain-computer interface. - Martin Spüler; Wolfgang Rosenstiel; Martin Bogdan (EURASIP J. Adv. Signal Process., 2012)

Using Cross-Task Classification for Classifying Workload Levels in Complex Learning Tasks. - Carina Walter; Stephanie Schmidt; Wolfgang Rosenstiel; Peter Gerjets; Martin Bogdan (ACII, 2013)

Efficient prediction of x-axis intercepts of discrete impedance spectra. - Thomas Schmid 003; Dorothee Günzel; Martin Bogdan (ESANN, 2013)

Decoding stimulation intensity from evoked ECoG activity using support vector regression. - Armin Walter; Georgios Naros; Martin Spüler; Alireza Gharabaghi; Wolfgang Rosenstiel; Martin Bogdan (ESANN, 2013)

Unsupervised Online Calibration of a c-VEP Brain-Computer Interface (BCI). - Martin Spüler; Wolfgang Rosenstiel; Martin Bogdan (ICANN, 2013)

Online Classification of Eye Tracking Data for Automated Analysis of Traffic Hazard Perception. - Enkelejda Tafaj; Thomas C. Kübler; Gjergji Kasneci; Wolfgang Rosenstiel; Martin Bogdan (ICANN, 2013)

Rapid Design Space Exploration of a State-of-the-art PSI 5 Controller. - Markus Dobler; Wolfgang Rosenstiel; Martin Bogdan; Monica Rafaila; Dirk Hammerschmidt; Georg Pelz (MBMV, 2013)

Dynamics of a Stimulation-evoked ECoG Potential During Stroke Rehabilitation - A Case Study. - Armin Walter; Georgios Naros; Martin Spüler; Wolfgang Rosenstiel; Alireza Gharabaghi; Martin Bogdan (NEUROTECHNIX, 2013)

Automated Quantification of the Relation between Resistor-capacitor Subcircuits from an Impedance Spectrum. - Thomas Schmid 003; Dorothee Günzel; Martin Bogdan (BIOSIGNALS, 2014)

TICoMS - A Modular and Message-Based Framework for Monitoring and Control of Medical Devices. - Jörg Peter 001; Wilfried Klingert; Alfred Konigsrainer; Wolfgang Rosenstiel; Martin Bogdan; Martin Schenk (CBMS, 2014)

Explorative Analysis of Heterogeneous, Unstructured, and Uncertain Data - A Computer Science Perspective on Biodiversity Research. - Clemens Beckstein; Sebastian Böcker; Martin Bogdan; Helge Bruelheide; H. Martin Bücker; Joachim Denzler; Peter Dittrich; Ivo Grosse; Alexander Hinneburg; Birgitta König-Ries; Felicitas Löffler; Manja Marz; et al. (DATA, 2014)

Cyfield-RISP: An OpenCL-generated processor for reconfigurable hardware. - Jörn Hoffmann 001; Martin Bogdan (HPCS, 2014)

Detection and Utilization of Emotional State for Disabled Users. - Yehya Mohamad; Dirk T. Hettich; Elaina Bolinger; Niels Birbaumer; Wolfgang Rosenstiel; Martin Bogdan; Tamara Matuz (ICCHP (1), 2014)

Predicting Wrist Movement Trajectory from Ipsilesional ECoG in Chronic Stroke Patients. - Martin Spüler; Wolfgang Rosenstiel; Martin Bogdan (NEUROTECHNIX, 2014)

Decoding stimulation intensity from evoked ECoG activity. - Armin Walter; Georgios Naros; Martin Spüler; Alireza Gharabaghi; Wolfgang Rosenstiel; Martin Bogdan (Neurocomputing, 2014)

Estimation of diffusion coefficients from voltammetric signals by support vector and gaussian process regression. - Martin Bogdan; Dominik Brugger; Wolfgang Rosenstiel; Bernd Speiser (J. Cheminformatics, 2014)

Bordersearch: an adaptive identification of failure regions. - Markus Dobler; Manuel Harrant; Monica Rafaila; Georg Pelz; Wolfgang Rosenstiel; Martin Bogdan (DATE, 2015)

Collaborative filtering with neural networks. - Josef Feigl; Martin Bogdan (ESANN, 2017)

Separated Random Number Generators for Virtual Machines. - Clemens Fritzsch; Jörn Hoffmann 001; Martin Bogdan (GI-Jahrestagung, 2017)

Enhancements on the Modified Stochastic Synaptic Model: The Functional Heterogeneity. - Karim El-Laithy; Martin Bogdan (ICANN (1), 2017)

Neural Networks for Implicit Feedback Datasets. - Josef Feigl; Martin Bogdan (ESANN, 2018)

Improved Personalized Rankings Using Implicit Feedback. - Josef Feigl; Martin Bogdan (ICANN (1), 2018)

Neural networks for personalized item rankings. - Josef Feigl; Martin Bogdan (Neurocomputing, 2019)

Longitudinal Analysis of the Connectivity and Complexity of Complete Locked-in Syndrome Patients Electroencephalographic signal. - Sophie Adama; Ujwal Chaudhary; Niels Birbaumer; Martin Bogdan (BIBM, 2020)

Consciousness Detection in a Complete Locked-in Syndrome Patient through Multiscale Approach Analysis. - Shang-Ju Wu; Nicoletta Nicolaou; Martin Bogdan (Entropy, 2020)

Yes/No Classification of EEG data from CLIS patients. - Sophie Adama; Martin Bogdan (EMBC, 2021)

Support Vector Machine Classifiers Show High Generalizability in Automatic Fall Detection in Older Adults. - Jalal Alizadeh; Martin Bogdan; Joseph Classen; Christopher Fricke (Sensors, 2021)

Evolving Hardware by Direct Bitstream Manipulation of a Modern FPGA. - Clemens Fritzsch; Jörn Hoffmann 001; Martin Bogdan (CEC, 2022)

Reduction of Bitstream Size for Low-Cost iCE40 FPGAs. - Clemens Fritzsch; Jörn Hoffmann 001; Martin Bogdan (FPL, 2022)

CoBEA: framework for evolving hardware by direct manipulation of FPGA bitstreams. - Jörn Hoffmann 001; Clemens Fritzsch; Martin Bogdan (GECCO Companion, 2022)

Extendable Hybrid Approach to Detect Conscious States in a CLIS Patient Using Machine Learning. - Sophie Adama; Shang-Ju Wu; Nicoletta Nicolaou; Martin Bogdan (Simul. Notes Eur., 2022)

Sleep analysis in a CLIS patient using soft-clustering: a case study. - Sophie Adama; Martin Bogdan (ESANN, 2023)

Is Boredom an Indicator on the way to Singularity of Artificial Intelligence? Hypotheses as Thought-Provoking Impulse. - Martin Bogdan (ESANN, 2023)

Canola seed or not? Autoencoder-based Anomaly Detection in AgriculturalSeedProduction. - Maksim Kukushkin; Matthias Enders; Reinhard Kaschuba; Martin Bogdan; Thomas Schmid 003 (GI-Jahrestagung, 2023)

On optimizing morphological neural networks for hyperspectral image classification. - Maksim Kukushkin; Martin Bogdan; Thomas Schmid 003 (ICMV, 2023)

Assessing consciousness in patients with disorders of consciousness using soft-clustering. - Sophie Adama; Martin Bogdan (Brain Informatics, 2023)

BiMAE - A Bimodal Masked Autoencoder Architecture for Single-Label Hyperspectral Image Classification. - Maksim Kukushkin; Martin Bogdan; Thomas Schmid 003 (CVPR Workshops, 2024)

BiCAE - A Bimodal Convolutional Autoencoder for Seed Purity Testing. - Maksim Kukushkin; Martin Bogdan; Thomas Schmid 003 (ECML/PKDD (10), 2024)

Analysis of Auditory Oddball Paradigm During Hypnosis. - Sophie Adama; Martin Bogdan (AIAI (1), 2025)

Reinforced liquid state machines - new training strategies for spiking neural networks based on reinforcements. - Dominik Krenzer; Martin Bogdan (Frontiers Comput. Neurosci., 2025)