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Stefan J. Kiebel
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2020 – today
- 2024
- [j56]Dimitrije Markovic, Karl J. Friston, Stefan J. Kiebel:
Bayesian Sparsification for Deep Neural Networks With Bayesian Model Reduction. IEEE Access 12: 88231-88242 (2024) - [j55]Sarah Schwöbel, Dimitrije Markovic, Michael N. Smolka, Stefan J. Kiebel:
Joint modeling of choices and reaction times based on Bayesian contextual behavioral control. PLoS Comput. Biol. 20(7): 1012228 (2024) - 2023
- [c5]Christel Baier, Clemens Dubslaff, Patrick Wienhöft, Stefan J. Kiebel:
Strategy Synthesis in Markov Decision Processes Under Limited Sampling Access. NFM 2023: 86-103 - [c4]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: 188-214 - [i4]Christel Baier, Clemens Dubslaff, Patrick Wienhöft, Stefan J. Kiebel:
Strategy Synthesis in Markov Decision Processes Under Limited Sampling Access. CoRR abs/2303.12718 (2023) - [i3]Dimitrije Markovic, Karl J. Friston, Stefan J. Kiebel:
Bayesian sparsification for deep neural networks with Bayesian model reduction. CoRR abs/2309.12095 (2023) - 2022
- [j54]Florian Ott, Eric Legler, Stefan J. Kiebel:
Forward planning driven by context-dependant conflict processing in anterior cingulate cortex. NeuroImage 256: 119222 (2022) - 2021
- [j53]Sascha Frölich, Dimitrije Markovic, Stefan J. Kiebel:
Neuronal Sequence Models for Bayesian Online Inference. Frontiers Artif. Intell. 4: 530937 (2021) - [j52]Dimitrije Markovic, Hrvoje Stojic, Sarah Schwöbel, Stefan J. Kiebel:
An empirical evaluation of active inference in multi-armed bandits. Neural Networks 144: 229-246 (2021) - [i2]Dimitrije Markovic, Hrvoje Stojic, Sarah Schwöbel, Stefan J. Kiebel:
An empirical evaluation of active inference in multi-armed bandits. CoRR abs/2101.08699 (2021) - 2020
- [j51]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) - [i1]Sascha Frölich, Dimitrije Markovic, Stefan J. Kiebel:
Neuronal Sequence Models for Bayesian Online Inference. CoRR abs/2004.00930 (2020)
2010 – 2019
- 2019
- [j50]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) - 2018
- [j49]Sarah Schwöbel, Stefan J. Kiebel, Dimitrije Markovic:
Active Inference, Belief Propagation, and the Bethe Approximation. Neural Comput. 30(9) (2018) - 2017
- [j48]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: 29 (2017) - 2016
- [j47]Dimitrije Markovic, Stefan J. Kiebel:
Comparative Analysis of Behavioral Models for Adaptive Learning in Changing Environments. Frontiers Comput. Neurosci. 10: 33 (2016) - [j46]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) - 2015
- [j45]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): 280-291 (2015) - [j44]Sebastian Bitzer, Jelle P. Bruineberg, Stefan J. Kiebel:
A Bayesian Attractor Model for Perceptual Decision Making. PLoS Comput. Biol. 11(8) (2015) - [j43]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) - [j42]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) - [c3]Sebastian Bitzer, Stefan J. Kiebel:
The Brain Uses Reliability of Stimulus Information when Making Perceptual Decisions. NIPS 2015: 1045-1053 - 2013
- [j41]Sonja Schall, Stefan J. Kiebel, Burkhard Maess, Katharina von Kriegstein:
Early auditory sensory processing of voices is facilitated by visual mechanisms. NeuroImage 77: 237-245 (2013) - [j40]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) - 2012
- [j39]Sebastian Bitzer, Stefan J. Kiebel:
Recognizing recurrent neural networks (rRNN): Bayesian inference for recurrent neural networks. Biol. Cybern. 106(4-5): 201-217 (2012) - [j38]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): 340-348 (2012) - [j37]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): 177-188 (2012) - [j36]Izzet B. Yildiz, Herbert Jaeger, Stefan J. Kiebel:
Re-visiting the echo state property. Neural Networks 35: 1-9 (2012) - 2011
- [j35]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: 852961:1-852961:32 (2011) - [j34]Izzet B. Yildiz, Stefan J. Kiebel:
A Hierarchical Neuronal Model for Generation and Online Recognition of Birdsongs. PLoS Comput. Biol. 7(12) (2011) - 2010
- [j33]Karl J. Friston, Jean Daunizeau, James Kilner, Stefan J. Kiebel:
Action and behavior: a free-energy formulation. Biol. Cybern. 102(3): 227-260 (2010) - [j32]André C. Marreiros, Stefan J. Kiebel, Karl J. Friston:
A dynamic causal model study of neuronal population dynamics. NeuroImage 51(1): 91-101 (2010) - [j31]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): 1041-1058 (2010)
2000 – 2009
- 2009
- [j30]Stefan J. Kiebel, Jean Daunizeau, Karl J. Friston:
Perception and hierarchical dynamics. Frontiers Neuroinformatics 3: 20 (2009) - [j29]Matthias Fastenrath, Karl J. Friston, Stefan J. Kiebel:
Dynamical causal modelling for M/EEG: Spatial and temporal symmetry constraints. NeuroImage 44(1): 154-163 (2009) - [j28]André C. Marreiros, Stefan J. Kiebel, Jean Daunizeau, Lee M. Harrison, Karl J. Friston:
Population dynamics under the Laplace assumption. NeuroImage 44(3): 701-714 (2009) - [j27]Jean Daunizeau, Stefan J. Kiebel, Karl J. Friston:
Dynamic causal modelling of distributed electromagnetic responses. NeuroImage 47(2): 590-601 (2009) - [j26]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): 269-279 (2009) - [j25]Karl J. Friston, Stefan J. Kiebel:
Cortical circuits for perceptual inference. Neural Networks 22(8): 1093-1104 (2009) - [j24]Stefan J. Kiebel, Katharina von Kriegstein, Jean Daunizeau, Karl J. Friston:
Recognizing Sequences of Sequences. PLoS Comput. Biol. 5(8) (2009) - 2008
- [j23]André C. Marreiros, Stefan J. Kiebel, Karl J. Friston:
Dynamic causal modelling for fMRI: A two-state model. NeuroImage 39(1): 269-278 (2008) - [j22]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): 728-741 (2008) - [j21]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): 1104-1120 (2008) - [j20]Chun-Chuan Chen, Stefan J. Kiebel, Karl J. Friston:
Dynamic causal modelling of induced responses. NeuroImage 41(4): 1293-1312 (2008) - [j19]André C. Marreiros, Jean Daunizeau, Stefan J. Kiebel, Karl J. Friston:
Population dynamics: Variance and the sigmoid activation function. NeuroImage 42(1): 147-157 (2008) - [j18]Rosalyn J. Moran, Klaas E. Stephan, Stefan J. Kiebel, N. Rombach, W. T. O'Connor, K. J. Murphy, Richard B. Reilly, Karl J. Friston:
Bayesian estimation of synaptic physiology from the spectral responses of neural masses. NeuroImage 42(1): 272-284 (2008) - [j17]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): 936-944 (2008) - [j16]Stefan J. Kiebel, Jean Daunizeau, Karl J. Friston:
A Hierarchy of Time-Scales and the Brain. PLoS Comput. Biol. 4(11) (2008) - 2007
- [j15]Stefan J. Kiebel, Stefan Klöppel, Nikolaus Weiskopf, Karl J. Friston:
Dynamic causal modeling: A generative model of slice timing in fMRI. NeuroImage 34(4): 1487-1496 (2007) - [j14]Stefan J. Kiebel, Marta I. Garrido, Karl J. Friston:
Dynamic causal modelling of evoked responses: The role of intrinsic connections. NeuroImage 36(2): 332-345 (2007) - [j13]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): 571-580 (2007) - [j12]Rosalyn J. Moran, Stefan J. Kiebel, Klaas E. Stephan, Richard B. Reilly, Jean Daunizeau, Karl J. Friston:
A neural mass model of spectral responses in electrophysiology. NeuroImage 37(3): 706-720 (2007) - [j11]Justin R. Chumbley, Karl J. Friston, Tom Fearn, Stefan J. Kiebel:
A Metropolis-Hastings algorithm for dynamic causal models. NeuroImage 38(3): 478-487 (2007) - 2006
- [j10]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): 1255-1272 (2006) - [j9]Stefan J. Kiebel, Olivier David, Karl J. Friston:
Dynamic causal modelling of evoked responses in EEG/MEG with lead field parameterization. NeuroImage 30(4): 1273-1284 (2006) - [j8]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): 570-579 (2006) - 2005
- [j7]Karl J. Friston, Klaas E. Stephan, Torben Ellegaard Lund, Alexa M. Morcom, Stefan J. Kiebel:
Mixed-effects and fMRI studies. NeuroImage 24(1): 244-252 (2005) - 2004
- [j6]Stefan J. Kiebel, Karl J. Friston:
Statistical parametric mapping for event-related potentials: I. Generic considerations. NeuroImage 22(2): 492-502 (2004) - [j5]Stefan J. Kiebel, Karl J. Friston:
Statistical parametric mapping for event-related potentials (II): a hierarchical temporal model. NeuroImage 22(2): 503-520 (2004) - 2003
- [j4]William D. Penny, Stefan J. Kiebel, Karl J. Friston:
Variational Bayesian inference for fMRI time series. NeuroImage 19(3): 727-741 (2003) - [j3]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): 591-600 (2003) - 2002
- [j2]Karl J. Friston, William D. Penny, Christophe Phillips, Stefan J. Kiebel, Geoffrey E. Hinton, John Ashburner:
Classical and Bayesian Inference in Neuroimaging: Theory. NeuroImage 16(2): 465-483 (2002) - [j1]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): 484-512 (2002)
1990 – 1999
- 1999
- [c2]Christian Gaser, Hans-Peter Volz, Stefan J. Kiebel, Heinrich Sauer:
Methodik und Applikation der deformationsbasierten Morphometrie. Bildverarbeitung für die Medizin 1999: 392-396 - [c1]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. Image Processing 1999
Coauthor Index
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