Stefan J. Kiebel

Publication Activity (10 Years)

Years Active: 1999-2024
Publications (10 Years): 21

Top Topics

Markov Decision Processes

Changing Environment

Bayesian Models

Belief Propagation

Top Venues

PLoS Comput. Biol.

Frontiers Comput. Neurosci.

Publications

Dimitrije Markovic, Karl J. Friston, Stefan J. Kiebel
Bayesian Sparsification for Deep Neural Networks With Bayesian Model Reduction. IEEE Access 12 (2024)
Christel Baier, Clemens Dubslaff, Patrick Wienhöft, Stefan J. Kiebel
Strategy Synthesis in Markov Decision Processes Under Limited Sampling Access. CoRR (2023)
Dimitrije Markovic, Karl J. Friston, Stefan J. Kiebel
Bayesian sparsification for deep neural networks with Bayesian model reduction. CoRR (2023)
Christel Baier, Clemens Dubslaff, Patrick Wienhöft, Stefan J. Kiebel
Strategy Synthesis in Markov Decision Processes Under Limited Sampling Access. NFM (2023)
Clemens Dubslaff, Jonas Schulz, Patrick Wienhöft, Christel Baier, Frank H. P. Fitzek, Stefan J. Kiebel, Johannes Lehmann
Towards a Formal Account on Negative Latency. AISoLA (2023)
Florian Ott, Eric Legler, Stefan J. Kiebel
Forward planning driven by context-dependant conflict processing in anterior cingulate cortex. NeuroImage 256 (2022)
Sascha Frölich, Dimitrije Markovic, Stefan J. Kiebel
Neuronal Sequence Models for Bayesian Online Inference. Frontiers Artif. Intell. 4 (2021)
Dimitrije Markovic, Hrvoje Stojic, Sarah Schwöbel, Stefan J. Kiebel
An empirical evaluation of active inference in multi-armed bandits. Neural Networks 144 (2021)
Dimitrije Markovic, Hrvoje Stojic, Sarah Schwöbel, Stefan J. Kiebel
An empirical evaluation of active inference in multi-armed bandits. CoRR (2021)
Florian Ott, Dimitrije Markovic, Alexander Strobel, Stefan J. Kiebel
Dynamic integration of forward planning and heuristic preferences during multiple goal pursuit. PLoS Comput. Biol. 16 (2) (2020)
Sascha Frölich, Dimitrije Markovic, Stefan J. Kiebel
Neuronal Sequence Models for Bayesian Online Inference. CoRR (2020)
Dimitrije Markovic, Andrea M. F. Reiter, Stefan J. Kiebel
Predicting change: Approximate inference under explicit representation of temporal structure in changing environments. PLoS Comput. Biol. 15 (1) (2019)
Sarah Schwöbel, Stefan J. Kiebel, Dimitrije Markovic
Active Inference, Belief Propagation, and the Bethe Approximation. Neural Comput. 30 (9) (2018)
Pouyan Rafiei Fard, Hame Park, Andrej Warkentin, Stefan J. Kiebel, Sebastian Bitzer
A Bayesian Reformulation of the Extended Drift-Diffusion Model in Perceptual Decision Making. Frontiers Comput. Neurosci. 11 (2017)
Vahid Rahmati, Knut Kirmse, Dimitrije Markovic, Knut Holthoff, Stefan J. Kiebel
Inferring Neuronal Dynamics from Calcium Imaging Data Using Biophysical Models and Bayesian Inference. PLoS Comput. Biol. 12 (2) (2016)
Dimitrije Markovic, Stefan J. Kiebel
Comparative Analysis of Behavioral Models for Adaptive Learning in Changing Environments. Frontiers Comput. Neurosci. 10 (2016)
Dario Cuevas Rivera, Sebastian Bitzer, Stefan J. Kiebel
Modelling Odor Decoding in the Antennal Lobe by Combining Sequential Firing Rate Models with Bayesian Inference. PLoS Comput. Biol. 11 (10) (2015)
Dimitrije Markovic, Jan Gläscher, Peter Bossaerts, John P. O'Doherty, Stefan J. Kiebel
Modeling the Evolution of Beliefs Using an Attentional Focus Mechanism. PLoS Comput. Biol. 11 (10) (2015)
Sebastian Bitzer, Stefan J. Kiebel
The Brain Uses Reliability of Stimulus Information when Making Perceptual Decisions. NIPS (2015)
Sebastian Bitzer, Jelle P. Bruineberg, Stefan J. Kiebel
A Bayesian Attractor Model for Perceptual Decision Making. PLoS Comput. Biol. 11 (8) (2015)
Sonja Schall, Stefan J. Kiebel, Burkhard Maess, Katharina von Kriegstein
Voice Identity Recognition: Functional Division of the Right STS and Its Behavioral Relevance. J. Cogn. Neurosci. 27 (2) (2015)
Sonja Schall, Stefan J. Kiebel, Burkhard Maess, Katharina von Kriegstein
Early auditory sensory processing of voices is facilitated by visual mechanisms. NeuroImage 77 (2013)
Izzet B. Yildiz, Katharina von Kriegstein, Stefan J. Kiebel
From Birdsong to Human Speech Recognition: Bayesian Inference on a Hierarchy of Nonlinear Dynamical Systems. PLoS Comput. Biol. 9 (9) (2013)
Izzet B. Yildiz, Herbert Jaeger, Stefan J. Kiebel
Re-visiting the echo state property. Neural Networks 35 (2012)
Dirk Ostwald, Bernhard Spitzer, Matthias Guggenmos, Timo T. Schmidt, Stefan J. Kiebel, Felix Blankenburg
Evidence for neural encoding of Bayesian surprise in human somatosensation. NeuroImage 62 (1) (2012)
Sebastian Bitzer, Stefan J. Kiebel
Recognizing recurrent neural networks (rRNN): Bayesian inference for recurrent neural networks. Biol. Cybern. 106 (4-5) (2012)
Chun-Chuan Chen, Stefan J. Kiebel, James Kilner, Nick S. Ward, Klaas E. Stephan, Wei-Jen Wang, Karl J. Friston
A dynamic causal model for evoked and induced responses. NeuroImage 59 (1) (2012)
Izzet B. Yildiz, Stefan J. Kiebel
A Hierarchical Neuronal Model for Generation and Online Recognition of Birdsongs. PLoS Comput. Biol. 7 (12) (2011)
Vladimir Litvak, Jérémie Mattout, Stefan J. Kiebel, Christophe Phillips, Richard N. A. Henson, James Kilner, Gareth R. Barnes, Robert Oostenveld, Jean Daunizeau, Guillaume Flandin, William D. Penny, Karl J. Friston
EEG and MEG Data Analysis in SPM8. Comput. Intell. Neurosci. 2011 (2011)
Andreas Spiegler, Stefan J. Kiebel, Fatihcan M. Atay, Thomas R. Knösche
Bifurcation analysis of neural mass models: Impact of extrinsic inputs and dendritic time constants. NeuroImage 52 (3) (2010)
Karl J. Friston, Jean Daunizeau, James Kilner, Stefan J. Kiebel
Action and behavior: a free-energy formulation. Biol. Cybern. 102 (3) (2010)
André C. Marreiros, Stefan J. Kiebel, Karl J. Friston
A dynamic causal model study of neuronal population dynamics. NeuroImage 51 (1) (2010)
Jean Daunizeau, Stefan J. Kiebel, Karl J. Friston
Dynamic causal modelling of distributed electromagnetic responses. NeuroImage 47 (2) (2009)
Stefan J. Kiebel, Jean Daunizeau, Karl J. Friston
Perception and hierarchical dynamics. Frontiers Neuroinformatics 3 (2009)
Marta I. Garrido, James M. Kilner, Stefan J. Kiebel, Klaas E. Stephan, Torsten Baldeweg, Karl J. Friston
Repetition suppression and plasticity in the human brain. NeuroImage 48 (1) (2009)
Matthias Fastenrath, Karl J. Friston, Stefan J. Kiebel
Dynamical causal modelling for M/EEG: Spatial and temporal symmetry constraints. NeuroImage 44 (1) (2009)
André C. Marreiros, Stefan J. Kiebel, Jean Daunizeau, Lee M. Harrison, Karl J. Friston
Population dynamics under the Laplace assumption. NeuroImage 44 (3) (2009)
Stefan J. Kiebel, Katharina von Kriegstein, Jean Daunizeau, Karl J. Friston
Recognizing Sequences of Sequences. PLoS Comput. Biol. 5 (8) (2009)
Karl J. Friston, Stefan J. Kiebel
Cortical circuits for perceptual inference. Neural Networks 22 (8) (2009)
Karl J. Friston, Lee M. Harrison, Jean Daunizeau, Stefan J. Kiebel, Christophe Phillips, Nelson J. Trujillo-Barreto, Richard N. Henson, Guillaume Flandin, Jérémie Mattout
Multiple sparse priors for the M/EEG inverse problem. NeuroImage 39 (3) (2008)
André C. Marreiros, Jean Daunizeau, Stefan J. Kiebel, Karl J. Friston
Population dynamics: Variance and the sigmoid activation function. NeuroImage 42 (1) (2008)
Stefan J. Kiebel, Jean Daunizeau, Karl J. Friston
A Hierarchy of Time-Scales and the Brain. PLoS Comput. Biol. 4 (11) (2008)
Marta I. Garrido, Karl J. Friston, Stefan J. Kiebel, Klaas E. Stephan, Torsten Baldeweg, James M. Kilner
The functional anatomy of the MMN: A DCM study of the roving paradigm. NeuroImage 42 (2) (2008)
C. C. Chen, Stefan J. Kiebel, Karl J. Friston
Dynamic causal modelling of induced responses. NeuroImage 41 (4) (2008)
Stefan J. Kiebel, Jean Daunizeau, Christophe Phillips, Karl J. Friston
Variational Bayesian inversion of the equivalent current dipole model in EEG/MEG. NeuroImage 39 (2) (2008)
Rosalyn J. Moran, Klaas E. Stephan, Stefan J. Kiebel, N. Rombach, W. T. O'Connor, K. J. Murphy, R. B. Reilly, Karl J. Friston
Bayesian estimation of synaptic physiology from the spectral responses of neural masses. NeuroImage 42 (1) (2008)
André C. Marreiros, Stefan J. Kiebel, Karl J. Friston
Dynamic causal modelling for fMRI: A two-state model. NeuroImage 39 (1) (2008)
Justin R. Chumbley, Karl J. Friston, Tom Fearn, Stefan J. Kiebel
A Metropolis-Hastings algorithm for dynamic causal models. NeuroImage 38 (3) (2007)
Rosalyn J. Moran, Stefan J. Kiebel, Klaas E. Stephan, R. B. Reilly, Jean Daunizeau, Karl J. Friston
A neural mass model of spectral responses in electrophysiology. NeuroImage 37 (3) (2007)
Stefan J. Kiebel, Stefan Klöppel, Nikolaus Weiskopf, Karl J. Friston
Dynamic causal modeling: A generative model of slice timing in fMRI. NeuroImage 34 (4) (2007)
Marta I. Garrido, James M. Kilner, Stefan J. Kiebel, Klaas E. Stephan, Karl J. Friston
Dynamic causal modelling of evoked potentials: A reproducibility study. NeuroImage 36 (3) (2007)
Stefan J. Kiebel, Marta I. Garrido, Karl J. Friston
Dynamic causal modelling of evoked responses: The role of intrinsic connections. NeuroImage 36 (2) (2007)
Olivier David, Stefan J. Kiebel, Lee M. Harrison, Jérémie Mattout, James M. Kilner, Karl J. Friston
Dynamic causal modeling of evoked responses in EEG and MEG. NeuroImage 30 (4) (2006)
Kim Mouridsen, Karl J. Friston, Niels Hjort, Louise Gyldensted, Leif Østergaard, Stefan J. Kiebel
Bayesian estimation of cerebral perfusion using a physiological model of microvasculature. NeuroImage 33 (2) (2006)
Stefan J. Kiebel, Olivier David, Karl J. Friston
Dynamic causal modelling of evoked responses in EEG/MEG with lead field parameterization. NeuroImage 30 (4) (2006)
Karl J. Friston, Klaas E. Stephan, Torben Ellegaard Lund, Alexa M. Morcom, Stefan J. Kiebel
Mixed-effects and fMRI studies. NeuroImage 24 (1) (2005)
Stefan J. Kiebel, Karl J. Friston
Statistical parametric mapping for event-related potentials: I. Generic considerations. NeuroImage 22 (2) (2004)
Stefan J. Kiebel, Karl J. Friston
Statistical parametric mapping for event-related potentials (II): a hierarchical temporal model. NeuroImage 22 (2) (2004)
William D. Penny, Stefan J. Kiebel, Karl J. Friston
Variational Bayesian inference for fMRI time series. NeuroImage 19 (3) (2003)
Stefan J. Kiebel, Daniel E. Glaser, Karl J. Friston
A heuristic for the degrees of freedom of statistics based on multiple variance parameters. NeuroImage 20 (1) (2003)
Karl J. Friston, Daniel E. Glaser, Richard N. A. Henson, Stefan J. Kiebel, Christophe Phillips, John Ashburner
Classical and Bayesian Inference in Neuroimaging: Applications. NeuroImage 16 (2) (2002)
Karl J. Friston, William D. Penny, Christophe Phillips, Stefan J. Kiebel, G. Hinton, John Ashburner
Classical and Bayesian Inference in Neuroimaging: Theory. NeuroImage 16 (2) (2002)
Christian Gaser, Hans-Peter Volz, Stefan J. Kiebel, Heinrich Sauer
Methodik und Applikation der deformationsbasierten Morphometrie. Bildverarbeitung für die Medizin (1999)
Christian Gaser, Stefan J. Kiebel, Stefan Riehemann, Hans-Peter Volz, Heinrich Sauer
Statistical analysis of structural changes in a whole brain based on nonlinear image registration. Medical Imaging: Image Processing (1999)