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Karl Friston FMedSci FRSB FRS
Wellcome Principal Research Fellow and
Scientific Director
Wellcome Trust Centre for Neuroimaging
Professor: Institute of Neurology, University College London
Honorary Consultant: The National Hospital for Neurology and Neurosurgery, UK
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Bio-sketch
Karl Friston is a theoretical neuroscientist and authority on brain
imaging. He invented statistical parametric mapping (SPM), voxel-based
morphometry (VBM) and dynamic causal modelling (DCM). These contributions were
motivated by schizophrenia research and theoretical studies of value-learning,
formulated as the dysconnection hypothesis of schizophrenia. Mathematical contributions include variational
Laplacian procedures and generalized filtering for hierarchical Bayesian model
inversion. Friston currently works on models of functional integration in the
human brain and the principles that underlie neuronal interactions. His
main contribution to theoretical neurobiology is a free-energy principle for
action and perception (active inference). Friston received the first Young
Investigators Award in Human Brain Mapping (1996) and was elected a Fellow of
the Academy of Medical Sciences (1999). In 2000 he was President of the
international Organization of Human Brain Mapping. In 2003 he was awarded the
Minerva Golden Brain Award and was elected a Fellow of the Royal Society in
2006. In 2008 he received a Medal, College de France and an Honorary Doctorate
from the University of York in 2011. He became of Fellow of the Royal Society
of Biology in 2012, received the Weldon Memorial prize and Medal in 2013 for
contributions to mathematical biology and was elected as a member of EMBO
(excellence in the life sciences) in 2014 and
the Academia Europaea in (2015). He was the 2016 recipient of the Charles Branch Award for unparalleled
breakthroughs in Brain Research and the Glass Brain Award - a lifetime
achievement award in the field of human brain mapping. He holds Honorary
Doctorates from the University of Zurich and Radboud University.
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Publications:
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- Free-energy principle and active inference
- Theoretical neurobiology
- Predictive coding and information theory
- Computational neuroscience
- Computational psychiatry
- Dynamic Causal Modelling
- Empirical Bayes and hierarchical model inversion
- Bayesian and Variational model inversion
- Optimality, value-learning and plasticity
- Disconnection hypothesis and schizophrenia
- Degeneracy
- Neuroimaging (reviews and commentaries)
- Voxel-based morphometry and computational anatomy
- Hemodynamic models
- Multivariate models
- Topological inference
- Source reconstruction (EEG and MEG)
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Free-energy principle and active inference
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Key papers
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Friston K, FitzGerald T, Rigoli F, Schwartenbeck P, Pezzulo G.
Active Inference: A Process Theory.
Neural Comput. 2016 Nov 21:1-49.
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Friston K, FitzGerald T, Rigoli F, Schwartenbeck P, O'Doherty J, Pezzulo G.
Active inference and learning.
Neurosci Biobehav Rev. 2016 Sep;68:862-79.
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Mirza MB, Adams RA, Mathys CD, Friston KJ.
Scene Construction, Visual Foraging, and Active Inference.
Front Comput Neurosci. 2016 Jun 14;10:56.
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FitzGerald TH, Dolan RJ, Friston KJ.
Model averaging, optimal inference, and habit formation.
Front Hum Neurosci. 2014 Jun 26;8:457.
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Friston K, Herreros I.
Active Inference and Learning in the Cerebellum.
Neural Comput. 2016 Sep;28(9):1812-39.
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Friston K, Levin M, Sengupta B, Pezzulo G.
Knowing one's place: a free-energy approach to pattern regulation.
J R Soc Interface. 2015 Apr 6;12(105). pii: 20141383.
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Friston K, Rigoli F, Ognibene D, Mathys C, Fitzgerald T, Pezzulo G.
Active inference and epistemic value.
Cogn Neurosci. 2015;6(4):187-214.
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Friston KJ, Frith CD.
Active inference, communication and hermeneutics.
Cortex. 2015 Jul;68:129-43.
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Friston K, Frith C.
Conscious Cogn. 2015 Nov;36:390-405.
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Friston K, Schwartenbeck P, FitzGerald T, Moutoussis M, Behrens T, Dolan RJ.
The anatomy of choice: dopamine and decision-making.
Philos Trans R Soc Lond B Biol Sci. 2014 Nov 5;369(1655). pii: 20130481
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Friston K, Schwartenbeck P, Fitzgerald T, Moutoussis M, Behrens T, Dolan RJ.
The anatomy of choice: active inference and agency.
Front Hum Neurosci. 2013 Sep 25;7:598.
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Friston K.
J R Soc Interface. 2013 Jul 3;10(86):20130475.
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Adams RA, Stephan KE, Brown HR, Frith CD, Friston KJ.
The computational anatomy of psychosis
Front Psychiatry. 2013 May 30;4:47
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Brown H, Adams RA, Parees I, Edwards M, Friston K.
Active inference, sensory attenuation and illusions
Cogn Process. 2013 Jun 7. [Epub ahead of print]
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Bastos AM, Usrey WM, Adams RA, Mangun GR, Fries P, Friston KJ.
Canonical microcircuits for predictive coding
Neuron. 2012 Nov 21;76(4):695-711
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Friston K.
A Free Energy Principle for Biological Systems
Entropy 2012, 14, 2100-2121; doi:10.3390/e14112100
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Adams RA, Shipp S, Friston KJ.
Predictions not commands: active inference in the motor system
Brain Struct Funct. 2013 May;218(3):611-43
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Friston K, Samothrakis S, Montague R.
Active inference and agency: optimal control without cost functions
Biol Cybern. 2012 106(8-9):523-41
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Hobson JA, Friston KJ.
Waking and dreaming consciousness: Neurobiological and functional considerations
Prog Neurobiol. 2012 May 15;98(1):82-98
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Friston K, Adams RA, Perrinet L and Breakspear M
Perceptions as hypotheses: saccades as experiments
Front. Psychology (2012) 3:151. doi: 10.3389/fpsyg.2012.00151
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Brown H, Friston KJ.
Free-energy and illusions: the Cornsweet effect
Front. Psychology 2012, 3:43. doi:10.3389/fpsyg.2012.00043
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Friston KJ, Shiner T, FitzGerald T, Galea JM, Adams R, et al.
Dopamine, Affordance and Active Inference
PLoS Comput Biol 2012, 8(1): e1002327
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Friston, K. Ao, P.
Free-energy, value and attractors
Computational and mathematical methods in medicine, Volume 2012, Article ID 937860
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Friston K.
Springer Series in Computational Neuroscience, 1, Volume 10,
Computational Neuroscience of Drug Addiction, 2011;Part 3, Pages 237-283
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Friston K, Mattout J, Kilner J.
Action understanding and active inference
Biol Cybern. 2011 104:137-160
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Feldman H, Friston KJ.
Attention, uncertainty, and free-energy
Front Hum Neurosci. 2010 Dec 2;4:215
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Friston KJ, Daunizeau J, Kilner J, Kiebel SJ.
Action and behavior: a free-energy formulation
Biol Cybern. 2010 102(3):227-60
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Friston KJ, Daunizeau J, Kiebel SJ.
Reinforcement learning or active inference?
PLoS One. 2009 Jul 29;4(7):e6421
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Friston K.
Hierarchical Models in the Brain
PLoS Comput Biol (2008) 4(11): e1000211
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Friston K, Stephan KE.
Synthese. 2007. 159:417-458
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Friston K, Kilner J, Harrison L.
A free energy principle for the brain
J Physiol Paris. 2006 Jul-Sep;100(1-3):70-87
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Friston K.A theory of cortical responses
Philos Trans R Soc Lond B Biol Sci. 2005 Apr 29;360(1456):815-36
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Reviews and perspectives
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Friston K, Buzsaki G.
The Functional Anatomy of Time: What and When in the Brain.
Trends Cogn Sci. 2016 Jul;20(7):500-11.
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Hobson JA, Friston K,
Consciousness, Dreams, and Inference: The Cartesian Theatre Revisited.
Journal of Consciousness Studies, 2014 21(1-2): 6-32
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Hobson JA, Hong CC, Friston KJ.
Virtual reality and consciousness inference in dreaming.
Front Psychol. 2014 Oct 9;5:1133.
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Quattrocki E, Friston K.
Autism, oxytocin and interoception.
Neurosci Biobehav Rev. 2014 Nov;47:410-30.
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Seth AK.
Interoceptive inference, emotion, and the embodied self.
Trends Cogn Sci. 2013 Nov;17(11):565-73.
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Shipp S, Adams RA, Friston KJ.
Reflections on agranular architecture: predictive coding in the motor cortex.
Trends Neurosci. 2013 Oct 21. doi:pii: S0166-2236(13)00160-4.
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Gu X, Hof PR, Friston KJ, Fan J.
Anterior insular cortex and emotional awareness.
J Comp Neurol. 2013 Jun 8. doi: 10.1002/cne.23368
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Sengupta B, Stemmler MB, Friston KJ.
Information and efficiency in the nervous system-a synthesis.
PLoS Comput Biol. 2013 Jul;9(7):e1003157.
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Friston K,
Brain 2013: 136; 1328-1332
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Friston K,
In M. Leuzinger-Bohleber, S. Arnold & M. Solms (Eds.), The unconscious: a bridge between psychoanalysis and cognitive neuroscience (pp. 113-137). London: Routledge.
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Clark A.
Whatever next? Predictive brains, situated agents, and the future of cognitive science
Behav Brain Sci. 2013 Jun;36(3):181-204
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Friston K, Adams R and Montague R.
What is value-accumulated reward or evidence?
Front. Neurorobot. (2012) 6:11. doi: 10.3389/fnbot.2012.00011
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Edwards MJ, Adams RA, Brown H, Parees I, Friston KJ.
A Bayesian account of 'hysteria'
Brain. 2012 135(Pt 11):3495-512
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Friston K.
What is optimal about motor control?
Neuron. 2011 Nov 3;72(3):488-98
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Friston K.
The free-energy principle: a unified brain theory?
Nat Rev Neurosci. 2010 Feb;11(2):127-38
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Friston K.
The free-energy principle: a rough guide to the brain?
Trends Cogn Sci. 2009 13(7):293-301
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Friston K.
Embodied Inference: or "I think therefore I am, if I am what I think"
In: The Implications of Embodiment (Cognition and Communication) Eds. Wolfgang Tschacher and Claudia Bergomi
Imprint Academic ISBN 9781845402402
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Technical papers
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Sengupta B, Tozzi A, Cooray GK, Douglas PK, Friston KJ.
Towards a Neuronal Gauge Theory.
PLoS Biol. 2016 Mar 8;14(3):e1002400.
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Friston K, Breakspear M and Deco G
Perception and self-organized instability
Front. Comput. Neurosci. (2012) 6:44. doi: 10.3389/fncom.2012.00044
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Friston K, Stephan K, Li B, and Daunizeau J.
Mathematical Problems in Engineering. vol. 2010, Article ID 621670, 34 pages, 2010
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Friston KJ.
Neuroimage. 2008 Jul 1;41(3):747-66
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Friston KJ, Trujillo-Barreto N, Daunizeau J.
DEM: A variational treatment of dynamic systems
Neuroimage. 2008 Jul 1;41(3):849-85
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Friston K, Mattout J, Trujillo-Barreto N, Ashburner J, Penny W.
Variational free energy and the Laplace approximation
NeuroImage. 2007 Jan 1;34(1):220-34
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Features, commentaries and popular science
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Hobson, JA, Friston, KJ
A Response to Our Theatre Critics
JOURNAL OF CONSCIOUSNESS STUDIES. 2016� 23 (3-4) pp. 245-254.
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Friston KJ, Lawson R, Frith CD.
On hyperpriors and hypopriors: comment on Pellicano and Burr
Trends Cogn Sci. 2013 Jan;17(1):1.
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Friston K.
Competitive dynamics in the brain: Comment on "Information flow dynamics in the brain" by M.I. Rabinovich et al.
Phys Life Rev. 2012 Mar;9(1):76-7.
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Friston K,
Predictive coding, precision and synchrony
Cognitive Neuroscience. 2012. Volume 3, Issue 3-4:238-239.
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Friston K, Thornton C, Clark A.
Free-energy minimization and the dark-room problem.
Front Psychol. 2012;3:130.- pdf
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Friston K.
Prediction, perception and agency.
Int J Psychophysiol. 2012. 83:248-252 - pdf
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Friston K.
The history of the future of the Bayesian brain.
Neuroimage. 2011 Oct 17- pdf
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Is this a unified theory of the brain? From New Scientist. 28 May 2008 pp 30-33- pdf
By Gregory T. Huang
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The Prophetic Brain: Universe in 2009 SEED Magazine- pdf
By Karl Friston / January 27, 2009
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Surprise yourself. The Social Brain RSA. July 15, 2009 - pdf
By Matt Grist
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Thornton C.
Some puzzles relating to the free-energy principle: comment on Friston.
Trends Cogn Sci. 2010 Feb;14(2):53-4; author reply 54-5.- pdf
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Friston K.
Is the free-energy principle neurocentric?
Nat Rev Neurosci. 2010 11:605 - pdf
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McCrone, J.
Wild minds, New scientist, 2112, 3 Dec, 1997. p 26-30
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<![if !vml]>
<![endif]>�Free Energy Principle
Neuroscientist Karl Friston on the Markov blanket, Bayesian model evidence, and different global brain theories
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TV Interview (Spanish and English)
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Redes - La f�rmula
del cerebro (V.O.)
released: 20 November 2011
Lecture (for schoolchildren)
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Brain Awareness Week at the European Parliament
published: March. 19, 2010, recorded: March 2008
Free-energy and the brain- (PowerPoint)
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Lectures (for grownups)
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Free energy and active inference
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Karl Friston, Wellcome Trust Centre for Neuroimaging, University College London
published: Oct. 16, 2012, recorded: September 2012
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Embodied inference and free energy
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Karl Friston, Wellcome Trust Centre for Neuroimaging, University College London
published: Nov 2013, recorded: March 2013
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Theoretical neurobiology
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Sengupta B, Stemmler MB, Friston KJ.
Information and efficiency in the nervous system--a synthesis.
PLoS Comput Biol. 2013 Jul;9(7):e1003157.
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Kiebel SJ, Friston KJ.
Free energy and dendritic self-organization.
Front Syst Neurosci. 2011;5:80.
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Brown H, Friston K, Bestamnn S.
Active inference, attention and motor preparation.
Front Pyshcology2:218. doi: 10.3389/fpsyg.2011.00218- pdf
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Kiebel SJ, von Kriegstein K, Daunizeau J, Friston KJ.
Recognizing sequences of sequences.
PLoS Comput Biol. 2009 Aug;5(8):e1000464. - pdf
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Friston K.
Learning and inference in the brain.
Neural Netw. 2003 Nov;16(9):1325-52.- pdf
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Friston K.Functional integration and inference in the brain.Prog Neurobiol. 2002 Oct;68(2):113-43.- pdf
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Friston KJ.Brain function nonlinear coupling and neuronal transients. Neuroscientist. 2001 Oct;7(5):406-18.- pdf�
Friston KJ, Price CJ. Dynamic representations and generative models of brain function.Brain Res Bull. 2001 Feb;54(3):275-85. - pdf�
Friston KJ.The labile brain. I. Neuronal transients and nonlinear coupling. Philos Trans R Soc Lond B Biol Sci. 2000 Feb 29;355(1394):215-36.- pdf
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Friston KJ.The labile brain. II. Transients, complexity and selection. Philos Trans R Soc Lond B Biol Sci. 2000 Feb 29;355(1394):237-52.- pdf
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Friston KJ.The labile brain. III. Transients and spatio-temporal receptive fields. Philos Trans R Soc Lond B Biol Sci. 2000 Feb 29;355(1394):253-65.- pdf
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Friston KJ.Another neural code? NeuroImage. 1997 Apr;5(3):213-20.- pdf�
Friston KJ.Transients, metastability, and neuronal dynamics. NeuroImage. 1997 Feb;5(2):164-71.- pdf�
Friston KJ.Neuronal transients. Proc Biol Sci. 1995 Sep 22;261(1362):401-5.- pdf
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Friston, K. J., Tononi, G., Sporns, O. and Edelman, G. M. Characterising the complexity of neuronal interactions. Hum. Brain Mapp., 1995 3: 302-314.- pdf�
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Predictive coding and information theory
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Auksztulewicz R, Friston K.
Attentional Enhancement of Auditory Mismatch Responses: a DCM/MEG Study.
Cereb Cortex. 2015 Nov;25(11):4273-83.
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Auksztulewicz R, Friston K.
Repetition suppression and its contextual determinants in predictive coding.
Cortex. 2016 Jul;80:125-40.
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Kanai R, Komura Y, Shipp S, Friston K.
Cerebral hierarchies: predictive processing, precision and the pulvinar.
Philos Trans R Soc Lond B Biol Sci. 2015 May 19;370(1668).
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Bastos AM, Litvak V, Moran R, Bosman CA, Fries P, Friston KJ.
A DCM study of spectral asymmetries in feedforward and feedback connections between visual areas V1 and V4 in the monkey.
Neuroimage. 2015 Mar;108:460-75.
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Brown HR, Friston KJ.
The functional anatomy of attention: a DCM study.
Front Hum Neurosci. 2013 Dec 2;7:784.
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Perrinet LU, Adams RA, Friston KJ.
Active inference, eye movements and oculomotor delays.
Biol Cybern. 2014 Dec;108(6):777-801.
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Brown HR, Friston KJ.
Dynamic causal modelling of precision and synaptic gain in visual perception - an EEG study.
Neuroimage. 2012 Oct 15;63(1):223-31.
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Coste CP, Sadaghiani S, Friston KJ, and Kleinschmidt A.
Ongoing Brain Activity Fluctuations Directly Account for Intertrial and Indirectly for Intersubject Variability in Stroop Task Performance
Cerebral Cortex doi:10.1093/cercor/bhr050 - pdf
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Hesselmann G, Sadaghiani S, Friston KJ, Kleinschmidt A.
Predictive coding or evidence accumulation? False inference and neuronal fluctuations.
PLoS One. 2010 Mar 29;5(3):e9926 - pdf
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Friston KJ, Kiebel SJ.
Attractors in song.
New Math. Nat. Comput. 2009 5:83-114.- pdf
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Friston KJ, Kiebel SJ.
Cortical circuits for perceptual inference.
Neural Netw. 2009 Jul 19. [Epub ahead of print]- pdf
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Friston KJ, Kiebel SJ.
Predictive coding under the free-energy principle
Phil. Trans. R. Soc. B May 12, 2009 364:1211-1221- pdf
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Brodersen KH, Penny WD, Harrison LM, Daunizeau J, Ruff CC, Duzel E, Friston KJ, Stephan KE.
Integrated Bayesian models of learning and decision making for saccadic eye movements.
Neural Netw. 2008 Nov;21(9):1247-60.- pdf
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Garrido MI, Kilner JM, Kiebel SJ, Friston KJ.
Evoked brain responses are generated by feedback loops.
Proc Natl Acad Sci U S A. 2007 Dec 26;104(52):20961-6.- pdf
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Furl N, van Rijsbergen NJ, Treves A, Friston KJ, Dolan RJ.
Experience-dependent coding of facial expression in superior temporal sulcus.
Proc Natl Acad Sci U S A. 2007 Aug 7;- pdf
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Griffiths TD, Kumar S, Warren JD, Stewart L, Stephan KE, Friston KJ.
Approaches to the cortical analysis of auditory objects.
Hear Res. 2007 Jul;229(1-2):46-53. Epub 2007 Jan 16.- pdf
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Kilner JM, Friston KJ, Frith CD.
Predictive coding: an account of the mirror neuron system.
Cogn Process. 2007 Sep;8(3):159-66.- pdf
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Kilner JM, Friston KJ, Frith CD.
The mirror-neuron system: a Bayesian perspective.
Neuroreport. 2007 Apr 16;18(6):619-23.
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Harrison LM, Stephan KE, Rees G, Friston KJ.
Extra-classical receptive field effects measured in striate cortex with fMRI.
NeuroImage. 2007 Feb 1;34(3):1199-208.- pdf
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Harrison LM, Duggins A, Friston KJ.
Encoding uncertainty in the hippocampus.
Neural Netw. 2006 Jun;19(5):535-46.- pdf
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Strange BA, Duggins A, Penny W, Dolan RJ, Friston KJ.Information theory, novelty and hippocampal responses: unpredicted or unpredictable? Neural Netw. 2005 Apr;18(3):225-30.- pdf
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Computational neuroscience
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Schwartenbeck P, FitzGerald TH, Mathys C, Dolan R, Kronbichler M, Friston K.
Evidence for surprise minimization over value maximization in choice behavior.
Sci Rep. 2015 Nov 13;5:16575.
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Marreiros AC, Kiebel SJ, Daunizeau J, Harrison LM, Friston KJ.
Population dynamics under the Laplace assumption.
Neuroimage. 2009 Feb 1;44(3):701-14.
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Marreiros AC, Daunizeau J, Kiebel SJ, Friston KJ.
Population dynamics: Variance and the sigmoid activation function.
NeuroImage. 2008 Apr 29.
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Chumbley JR, Dolan RJ, Friston KJ.
Attractor models of working memory and their modulation by reward.
Biol Cybern. 2008 Jan;98(1):11-8.- pdf
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David O, Kilner JM, Friston KJ.
Mechanisms of evoked and induced responses in MEG/EEG.
NeuroImage. 2006 Jul 15;31(4):1580-91.- pdf
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Harrison LM, David O, Friston KJ. Stochastic models of neuronal dynamics. Philos Trans R Soc Lond B Biol Sci. 2005 May 29;360(1457):1075-91.- pdf
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David O, Harrison L, Friston KJ. Modelling event-related responses in the brain. NeuroImage. 2005 Apr 15;25(3):756-70.- pdf�
David O, Cosmelli D, Friston KJ.Evaluation of different measures of functional connectivity using a neural mass model. NeuroImage. 2004 Feb;21(2):659-73.- pdf�
Breakspear M, Terry JR, Friston KJ.Modulation of excitatory synaptic coupling facilitates synchronization and complex dynamics in a biophysical model of neuronal dynamics. Network. 2003 Nov;14(4):703-32.- pdf�
David O, Friston KJ. A neural mass model for MEG/EEG: coupling and neuronal dynamics. NeuroImage. 2003 Nov;20(3):1743-55.- pdf�
Chawla D, Friston KJ, Lumer ED.Zero-lag synchronous dynamics in triplets of interconnected cortical areas. Neural Netw. 2001 Jul-Sep;14(6-7):727-35.- pdf�
Chawla D, Lumer ED, Friston KJ
Relating macroscopic measures of brain activity to fast, dynamic neuronal interactions
Neural Computation 12, 2805-2821 (200) - pdf
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Rees G, Friston K, Koch C.A direct quantitative relationship between the functional properties of human and macaque V5. Nat Neurosci. 2000 Jul;3(7):716-23.- (pdf)�
Chawla D, Lumer ED, Friston KJ.The relationship between synchronization among neuronal populations and their mean activity levels.
Neural Comput. 1999 Aug 15;11(6):1389-411. - pdf
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Friston KJ Stephan KM Frackowiak RSJTransient phase-locking and dynamic correlations: Are they the same thing?Human Brain Mapping1997;5:48-57. - pdf�
Friston KJ, Frith CD, Frackowiak RS. Principal component analysis learning algorithms: a neurobiological analysis. Proc Biol Sci. 1993 Oct 22;254(1339):47-54. - pdf�
Friston KJ, Frith CD, Liddle PF, Frackowiak RS.Investigating a network model of word generation with positron emission tomography. Proc Biol Sci. 1991 May 22;244(1310):101-6. - pdf
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Computational psychiatry
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Schwartenbeck P, Friston K.
Computational Phenotyping in Psychiatry: A Worked Example.
eNeuro. 2016 Aug 2;3(4).
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Friston KJ, Stephan KE, Montague R, Dolan RJ
Computational psychiatry: the brain as a phantastic organ
The Lancet Psychiatry, 1(2),148-158
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Picard F, Friston K.
Predictions, perception, and a sense of self.
Neurology. 2014 Sep 16;83(12):1112-8.
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Lawson RP, Rees G, Friston KJ.
An aberrant precision account of autism.
Front Hum Neurosci. 2014 May 14;8:302.
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Dynamic Causal Modelling
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Bastos AM, Litvak V, Moran R, Bosman CA, Fries P, Friston KJ.
Neuroimage. 2015 Mar;108:460-75.
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Adams RA, Aponte E, Marshall L, Friston KJ.
Active inference and oculomotor pursuit: the dynamic causal modelling of eye movements.
J Neurosci Methods. 2015 Mar 15;242:1-14.
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Cooray GK, Sengupta B, Douglas P, Englund M, Wickstrom R, Friston K.
Characterising seizures in anti-NMDA-receptor encephalitis with dynamic causal modelling. Neuroimage. 2015 Sep;118:508-19.
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Papadopoulou M, Leite M, van Mierlo P, Vonck K, Lemieux L, Friston K, Marinazzo D.
Tracking slow modulations in synaptic gain using dynamic causal modelling: validation in epilepsy.
Neuroimage. 2015 Feb 15;107:117-26.
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Razi A, Kahan J, Rees G, Friston KJ.
Construct validation of a DCM for resting state fMRI.
Neuroimage. 2015 Feb 1;106:1-14.
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Friston KJ, Kahan J, Biswal B, Razi A.
Neuroimage. 2014 Jul 1;94:396-407.
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Friston KJ, Bastos AM, Oswal A, van Wijk B, Richter C, Litvak V.
Neuroimage. 2014 Nov 1;101:796-808.
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Friston KJ, Kahan J, Razi A, Stephan KE, Sporns O.
On nodes and modes in resting state fMRI.
Neuroimage. 2014 Oct 1;99:533-47.
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Pinotsis DA, Brunet N, Bastos A, Bosman CA, Litvak V, Fries P, Friston KJ.
Contrast gain control and horizontal interactions in V1: a DCM study.
Neuroimage. 2014 May 15;92:143-55.
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Seghier ML, Friston KJ.
Network discovery with large DCMs.
Neuroimage. 2012 68 (2013) 181-191. - pdf
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Pinotsis DA, Moran RJ, Friston KJ.
Dynamic causal modeling with neural fields.
Neuroimage. 2012 Jan 16;59(2):1261-74. - pdf
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Friston KJ, Bastos A, Litvak V, Stephan KE, Fries P, Moran RJ.
DCM for complex-valued data: cross-spectra, coherence and phase-delays.
Neuroimage. 2012 Jan 2;59(1):439-55. - pdf
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Moran RJ, Stephan KE, Dolan RJ, Friston KJ.
Consistent spectral predictors for dynamic causal models of steady-state responses.
Neuroimage. 2011 Apr 15;55(4):1694-708. - pdf
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Havlicek M, Friston KJ, Jan J, Brazdil M, Calhoun VD.
Dynamic modeling of neuronal responses in fMRI using cubature Kalman filtering.
Neuroimage. 2011 Jun 15;56(4):2109-28. - pdf
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Friston KJ, Li B, Daunizeau J, Stephan KE.
Network discovery with DCM.
Neuroimage. 2010 Dec 21. - pdf
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Li B, Daunizeau J, Stephan KE, Penny W, Hu D, Friston K.
Generalised filtering and stochastic DCM for fMRI.
Neuroimage. 2011 Feb 16. - pdf
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Marreiros AC, Kiebel SJ, Friston KJ.
A dynamic causal model study of neuronal population dynamics.
Neuroimage. 2010 May 15;51(1):91-101.- pdf
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Stephan KE, Penny WD, Moran RJ, den Ouden HE, Daunizeau J, Friston KJ.
Ten simple rules for dynamic causal modeling.
Neuroimage. 2010 Feb 15;49(4):3099-109. - pdf
�
Penny WD, Litvak V, Fuentemilla L, Duzel E, Friston K.
Dynamic Causal Models for phase coupling.
J Neurosci Methods. 2009 Sep 30;183(1):19-30. - pdf
�
Daunizeau J, Kiebel SJ, Friston KJ.
Dynamic causal modelling of distributed electromagnetic responses.
Neuroimage. 2009 Aug 15;47(2):590-601. - pdf
�
Chen CC, Henson RN, Stephan KE, Kilner JM, Friston KJ.
Forward and backward connections in the brain: a DCM study of functional asymmetries.
Neuroimage. 2009 Apr 1;45(2):453-62 - pdf
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Moran RJ, Stephan KE, Seidenbecher T, Pape HC, Dolan RJ, Friston KJ.
Dynamic causal models of steady-state responses.
Neuroimage. 2009 Feb 1;44(3):796-811. - pdf
�
Stephan KE, Kasper L, Harrison LM, Daunizeau J, den Ouden HE, Breakspear M, Friston KJ.
Nonlinear dynamic causal models for fMRI.
Neuroimage. 2008 May 11 - pdf
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Moran RJ, Stephan KE, Kiebel SJ, Rombach N, O'Connor WT, Murphy KJ, Reilly RB, Friston KJ.
Bayesian estimation of synaptic physiology from the spectral responses of neural masses.
Neuroimage. 2008 Feb 1. [Epub ahead of print] - pdf
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Chen CC, Kiebel SJ, Friston KJ.
Dynamic causal modelling of induced responses.
Neuroimage. 2008 Jul 15;41(4):1293-312. - pdf
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Marreiros AC, Kiebel SJ, Friston KJ.
Dynamic causal modelling for fMRI: a two-state model.
Neuroimage. 2008 Jan 1;39(1):269-78. - pdf
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Stephan KE, Weiskopf N, Drysdale PM, Robinson PA, Friston KJ.
Comparing hemodynamic models with DCM.
NeuroImage. 2007 Nov 15;38(3):387-401 - pdf
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Garrido MI, Kilner JM, Kiebel SJ, Stephan KE, Friston KJ.
Dynamic causal modelling of evoked potentials: A reproducibility study.
NeuroImage. 2007 Mar 27; [Epub ahead of print]- pdf
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Kiebel SJ, Garrido MI, Friston KJ.
Dynamic causal modelling of evoked responses: The role of intrinsic connections.
NeuroImage. 2007 Jun;36(2):332-45.- pdf
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Stephan KE, Harrison LM, Kiebel SJ, David O, Penny WD, Friston KJ.
Dynamic causal models of neural system dynamics: current state and future extensions.
J Biosci. 2007 Jan;32(1):129-44.
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Kiebel SJ, Kloppel S, Weiskopf N, Friston KJ.
Dynamic causal modeling: a generative model of slice timing in fMRI.
NeuroImage. 2007 Feb 15;34(4):1487-96.- pdf
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Mouridsen K, Friston K, Hjort N, Gyldensted L, Ostergaard L, Kiebel S.
Bayesian estimation of cerebral perfusion using a physiological model of microvasculature.
NeuroImage. 2006 Nov 1;33(2):570-9.- pdf
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Kiebel SJ, David O, Friston KJ.
Dynamic causal modelling of evoked responses in EEG/MEG with lead field parameterization.
NeuroImage. 2006 May 1;30(4):1273-84.- pdf
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David O, Kiebel SJ, Harrison LM, Mattout J, Kilner JM, Friston KJ.
Dynamic causal modeling of evoked responses in EEG and MEG.
NeuroImage. 2006 May 1;30(4):1255-72.- pdf
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Stephan KE, Penny WD, Marshall JC, Fink GR, Friston KJ.
Investigating the functional role of callosal connections with dynamic causal models.
Ann N Y Acad Sci. 2005 Dec;1064:16-36.
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Lee L, Friston K, Horwitz B.
Large-scale neural models and dynamic causal modelling.
NeuroImage. 2006 May 1;30(4):1243-54.- pdf
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Penny WD, Stephan KE, Mechelli A, Friston KJ.Comparing dynamic causal models.NeuroImage. 2004 Jul;22(3):1157-72.- pdf
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Penny WD, Stephan KE, Mechelli A, Friston KJ.Modelling functional integration: a comparison of structural equation and dynamic causal models. NeuroImage. 2004;23 Suppl 1:S264-74.- pdf
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Mechelli A, Price CJ, Noppeney U, Friston KJ.
A dynamic causal modeling study on category effects: bottom-up or top-down mediation? J Cogn Neurosci. 2003 Oct 1;15(7):925-34.
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Friston KJ, Harrison L, Penny W.Dynamic causal modelling. NeuroImage. 2003 Aug;19(4):1273-302.- pdf�
Empirical Bayes and hierarchical model inversion
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Friston K, Zeidman P, Litvak V.
Empirical Bayes for DCM: A Group Inversion Scheme.
Front Syst Neurosci. 2015 Nov 27;9:164.
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Friston KJ, Litvak V, Oswal A, Razi A, Stephan KE, van Wijk BC, Ziegler G, Zeidman P.
Bayesian model reduction and empirical Bayes for group (DCM) studies.
Neuroimage. 2016 Mar;128:413-31. air
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Bayesian and Variational model inversion
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Balaji B, and Friston K.
Bayesian state estimation using generalized coordinates.
Proc. SPIE 8050, 80501Y (2011)- pdf
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Friston K, Penny W.
Post hoc Bayesian model selection.
Neuroimage. 2011 Jun 15;56(4):2089-99. - pdf
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Friston K, Stephan K, Li B, and Daunizeau J.
Generalised Filtering
Mathematical Problems in Engineering. vol. 2010, Article ID 621670, 34 pages, 2010.- pdf
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Friston KJ.
Variational filtering.
Neuroimage. 2008 Jul 1;41(3):747-66.- pdf
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Friston KJ, Trujillo-Barreto N, Daunizeau J.
DEM: A variational treatment of dynamic systems.
Neuroimage. 2008 Jul 1;41(3):849-85.- pdf
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Friston K, Mattout J, Trujillo-Barreto N, Ashburner J, Penny W.
Variational free energy and the Laplace approximation.
NeuroImage. 2007 Jan 1;34(1):220-34.- pdf
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Penny W, Ghahramani Z, Friston K Bilinear dynamical systems. Philos Trans R Soc Lond B Biol Sci. 2005 May 29;360(1457):983-93.- pdf
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Penny WD, Trujillo-Barreto NJ, Friston KJ.Bayesian fMRI time series analysis with spatial priors. NeuroImage. 2005 Jan 15;24(2):350-62.- pdf�
Harrison L, Penny WD, Friston K.Multivariate autoregressive modeling of fMRI time series. NeuroImage. 2003 Aug;19(4):1477-91.- pdf�
Penny W, Kiebel S, Friston K.Variational Bayesian inference for fMRI time series. NeuroImage. 2003 Jul;19(3):727-41.- pdf �
Friston KJ, Penny W
Posterior probability maps and SPMs
NeuroImage, (2003) 19, 1240-1249.- pdf
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Phillips C, Rugg MD, Friston KJ.Anatomically informed basis functions for EEG source localization: combining functional and anatomical constraints. NeuroImage. 2002 Jul;16(3 Pt 1):678-95.- pdf�
Friston KJ
Bayesian Estimation of Dynamical Systems: An Application to fMRI
NeuroImage 16, 513-530 (2002)- pdf
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Friston KJ, Penny W, Phillips, Kiebel S, Hinton G, Ashburner J
Classical and Bayesian Inference in Neuroimaging: Theory
NeuroImage 16, 465-483 (2002)- pdf
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Friston KJ, Glaser DE, Henson RNA, Kiebel S, Phillips C, Ashburner J
Classical and Bayesian Inference in Neuroimaging: Applications
NeuroImage 16, 484-512 (2002)- pdf
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Phillips C, Rugg MD & Friston KJ.Systematic Regularization of Linear Inverse Solutions of the EEG Source Localization Problem. NeuroImage 2002;17:287-301- pdf
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B�chel C, Friston KJ.Dynamic changes in effective connectivity characterized by variable parameter regression and Kalman filtering. Hum Brain Mapp. 1998;6(5-6):403-8.- pdf�
Lecture
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Variational filtering in generated coordinates of motion
published: Sept. 9, 2008, recorded: May 2008
Variational filtering and DEM- (PowerPoint)
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Optimality, value-learning and plasticity
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Mathys C, Jean Daunizeau J, Karl J Friston KJ, Klaas Enno Stephan KE.
A Bayesian foundation for individual learning under uncertainty
Front. Hum. Neurosci. 5:35 DOI: 10.3389/fnhum.2011.00039 - pdf
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Daunizeau J, den Ouden HE, Pessiglione M, Kiebel SJ, Stephan KE, Friston KJ.
Observing the observer (I): meta-bayesian models of learning and decision-making.
PLoS One. 2010 Dec 14;5(12):e15554. - pdf
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Daunizeau J, den Ouden HE, Pessiglione M, Kiebel SJ, Friston KJ, Stephan KE.
Observing the observer (II): deciding when to decide.
PLoS One. 2010 Dec 14;5(12):e15555. - pdf
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Garrido MI, Kilner JM, Kiebel SJ, Stephan KE, Baldeweg T, Friston KJ.
Repetition suppression and plasticity in the human brain.
Neuroimage. 2009 Oct 15;48(1):269-79.- pdf
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Yoshida W, Dolan RJ, Friston KJ.Game theory of mind.PLoS Comput Biol. 2008 Dec;4(12):e1000254.- pdf�
Seymour B, O'Doherty JP, Dayan P, Koltzenburg M, Jones AK, Dolan RJ, Friston KJ, Frackowiak RS.Temporal difference models describe higher-order learning in humans. Nature. 2004 Jun 10;429(6992):664-7.- pdf�
O'Doherty J, Dayan P, Schultz J, Deichmann R, Friston K, Dolan RJ.Dissociable roles of ventral and dorsal striatum in instrumental conditioning. Science. 2004 Apr 16;304(5669):452-4. �
O'Doherty JP, Dayan P, Friston K, Critchley H, Dolan RJ.Temporal difference models and reward-related learning in the human brain. Neuron. 2003 Apr 24;38(2):329-37.- pdf�
Thiel CM, Friston KJ, Dolan RJ.
Cholinergic modulation of experience-dependent plasticity in human auditory cortex. Neuron. 2002 Aug 1;35(3):567-74.- pdf�
Elliott R, Friston KJ, Dolan RJ.Dissociable neural responses in human reward systems. J Neurosci. 2000 Aug 15;20(16):6159-65. �
B�chel C, Coull JT, Friston KJ.The predictive value of changes in effective connectivity for human learning. Science. 1999 Mar 5;283(5407):1538-41.- pdf�
Friston KJ, Tononi G, Reeke GN Jr, Sporns O, Edelman GM.Value-dependent selection in the brain: simulation in a synthetic neural model. Neuroscience. 1994 Mar;59(2):229-43.- pdf�
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Dysconnection hypothesis and schizophrenia
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Friston K, Brown HR, Siemerkus J, Stephan KE.
The dysconnection hypothesis (2016).
Schizophr Res. 2016 Oct;176(2-3):83-94.
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Friston K.
Biol Psychiatry. 2016 Jul 15;80(2):87-9.
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Ranlund S, Adams RA, D�ez �, Constante M, Dutt A, Hall MH, Maestro Carbayo A, McDonald C, Petrella S, Schulze K, Shaikh M, Walshe M, Friston K, Pinotsis D, Bramon E.
Hum Brain Mapp. 2016 Jan;37(1):351-65.
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Bastos-Leite AJ, Ridgway GR, Silveira C, Norton A, Reis S, Friston KJ.
Schizophr Bull. 2015 Jan;41(1):144-53.
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Fogelson N, Litvak V, Peled A, Fernandez-del-Olmo M, Friston K.
The functional anatomy of schizophrenia: A dynamic causal modeling study of predictive coding.
Schizophr Res. 2014 Sep;158(1-3):204-12.
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Adams RA, Perrinet LU, Friston K.
Smooth pursuit and visual occlusion: active inference and oculomotor control in schizophrenia.
PLoS One. 2012;7(10):e47502.
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Stephan KE, Karl J. Friston KJ, Frith CD
Dysconnection in Schizophrenia: From Abnormal Synaptic Plasticity to Failures of Self-monitoring
Schizophrenia Bulletin 2009; doi: 10.1093/schbul/sbn176.
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Stephan KE, Baldeweg T, Friston KJ.
Synaptic plasticity and dysconnection in schizophrenia.
Biol Psychiatry. 2006 May 15;59(10):929-39. Epub 2006 Jan 19. Review
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Friston KJ.
Hallucinations and perceptual inference
Behavioral and Brain Sciences [0140-525X]: 2005 28(6):764-766- pdf
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Friston KJDisconnection and cognitive dysmetria in schizophrenia. Am J Psychiatry. 2005 Mar;162(3):429-32.- pdf
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Friston KJ.Dysfunctional connectivity in schizophrenia. World Psychiatry. 2002 Jun;1(2):66-71.- pdf�
Friston KJ.Schizophrenia and the disconnection hypothesis. Acta Psychiatr Scand Suppl. 1999;395:68-79.
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Friston KJ.The disconnection hypothesis. Schizophr Res. 1998 Mar 10;30(2):115-25.- pdf
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Friston KJ.Theoretical neurobiology and schizophrenia. Br Med Bull. 1996 Jul;52(3):644-55. - pdf
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Friston KJ, Frith CD.Schizophrenia: a disconnection syndrome? Clin Neurosci. 1995;3(2):89-97.- pdf
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Degeneracy
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Noppeney U, Friston KJ, Price CJ.Degenerate neuronal systems sustaining cognitive functions. J Anat. 2004 Dec;205(6):433-42.�
Friston KJ, Price CJ.Degeneracy and redundancy in cognitive anatomy. Trends Cogn Sci. 2003 Apr;7(4):151-152. - pdf�
Price CJ, Friston KJ.Degeneracy and cognitive anatomy. Trends Cogn Sci. 2002 Oct 1;6(10):416-421. - pdf�
Price CJ, Mummery CJ, Moore CJ, Frackowiak RS, Friston KJ. Delineating necessary and sufficient neural systems with functional imaging studies of neuropsychological patients. J Cogn Neurosci. 1999 Jul;11(4):371-82. �
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Neuroimaging (reviews and commentaries)
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Friston K, Moran R, Seth AK.
Analysing connectivity with Granger causality and dynamic causal modelling.
Curr Opin Neurobiol. 2012 Dec 21. doi:pii: S0959-4388(12)00184-5. - pdf
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Friston K.
Ten ironic rules for non-statistical reviewers.
Neuroimage. 2012 61: 1300-1310- pdf
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Friston KJ.
Functional and Effective Connectivity: A Review
Brain Connectivity. 2011, 1(1): 13-36.- pdf
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Friston KJ, Dolan RJ.
Computational and dynamic models in neuroimaging.
Neuroimage. 2009 Dec 28. [Epub ahead of print]- pdf
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Friston KJ.
Modalities, modes, and models in functional neuroimaging.
Science. 2009 Oct 16;326(5951):399-403.- pdf
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Kiebel SJ, Garrido MI, Moran R, Chen CC, Friston KJ.
Dynamic causal modeling for EEG and MEG.
Hum Brain Mapp. 2009 Jun;30(6):1866-76. Review.- pdf
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Friston K.
Causal modelling and brain connectivity in functional magnetic resonance imaging.
PLoS Biol. 2009 Feb 17;7(2):e33.- pdf
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Friston KJ, Rotshtein P, Geng JJ, Sterzer P, Henson RN.
A critique of functional localisers.
NeuroImage. 2006 May 1;30(4):1077-87.- pdf
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Friston KJ.
Models of brain function in neuroimaging.
Annu Rev Psychol. 2005;56:57-87- pdf
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Friston K. Beyond phrenology: what can neuroimaging tell us about distributed circuitry? Annu Rev Neurosci. 2002;25:221-50. Epub 2002 Mar 19.- pdf
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Friston KJ.Imaging neuroscience: principles or maps?Proc Natl Acad Sci U S A. 1998 Feb 3;95(3):796-802- pdf
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Friston KJ, Price CJ, Fletcher P, Moore C, Frackowiak RS, Dolan RJ.The trouble with cognitive subtraction. NeuroImage. 1996 Oct;4(2):97-104.- pdf�
Friston KJ Functional and effective connectivity in neuroimaging: A synthesis Human Brain Mapping 1995: 2;56-78- pdf�
Friston KJ, Frith CD, Passingham RE, Liddle PF, Frackowiak RS.Motor practice and neurophysiological adaptation in the cerebellum: a positron tomography study.Proc Biol Sci. 1992 Jun 22;248(1323):223-8- pdf�
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Voxel-based morphometry and computational anatomy
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Ashburner J, Friston KJ.Unified segmentation. NeuroImage. 2005 Jul 1;26(3):839-51.- pdf�
Friston KJ, Ashburner J.Generative and recognition models for neuroanatomy. NeuroImage. 2004 Sep;23(1):21-4. �
Salmond CH, Ashburner J, Vargha-Khadem F, Connelly A, Gadian DG, Friston KJ.Distributional assumptions in voxel-based morphometry. NeuroImage. 2002 Oct;17(2):1027-30.- pdf�
Ashburner J, Friston KJ.Voxel-based morphometry--the methods. NeuroImage. 2000 Jun;11(6 Pt 1):805-21.- pdf�
Wright IC, McGuire PK, Poline JB, Travere JM, Murray RM, Frith CD, Frackowiak RS, Friston KJ.A voxel-based method for the statistical analysis of gray and white matter density applied to schizophrenia. NeuroImage. 1995 Dec;2(4):244-52.- pdf�
Friston KJ Ashburner J Frith CD Poline J-B Heather JD and Frackowiak RSJ The spatial registration and normalisation of images - pdfHuman Brain Mapping1995;3:165-189�
Friston KJ, Passingham RE, Nutt JG, Heather JD, Sawle GV, Frackowiak RS.Localisation in PET images: direct fitting of the intercommissural (AC-PC) line. J Cereb Blood Flow Metab. 1989 Oct;9(5):690-5. �
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Hemodynamic models
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J.M. Kilner, J. Mattout, R. Henson and K.J. FristonHemodynamic correlates of EEG: A heuristicNeuroImage, Volume 28, Issue 1, 15 October 2005, Pages 280-286.- pdf
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Mechelli A, Price CJ, Friston KJ.
Nonlinear coupling between evoked rCBF and BOLD signals: a simulation study of hemodynamic responses. NeuroImage. 2001 Oct;14(4):862-72.- pdf�
Friston KJ, Mechelli A, Turner R, Price CJ
Nonlinear Responses in fMRI: The Balloon Model, Volterra Kernels and Other Hemodynamics
NeuroImage 12, 466-477 (2000)- pdf
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Friston KJ, Josephs O, Rees G, Turner R.Nonlinear event-related responses in fMRI. Magn Reson Med. 1998 Jan;39(1):41-52.- pdf
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K.J. Friston, P. Jezzard, and R. Turner
Analysis of Functional MRI Time-Series
Human Brain Mapping 1:153-171(1994)- pdf
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Friston KJ
Regulation of rCBF by Diffusible Signals: An Analysis of Constraints on Diffusion and Elimination
Human Brain Mapping 3:56-65(1995)- pdf
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Multivariate models
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Friston KJ, Kahan J, Razi A, Stephan KE, Sporns O.On nodes and modes in resting state fMRI.Neuroimage. 2014 Oct;99:533-47.�
Friston K, Chu C, Mour�o-Miranda J, Hulme O, Rees G, Penny W, Ashburner J.Bayesian decoding of brain images.Neuroimage. 2007 Aug 24.- pdf�
Friston K, Phillips J, Chawla D, B�chel C.Nonlinear PCA: characterizing interactions between modes of brain activity. Philos Trans R Soc Lond B Biol Sci. 2000 Jan 29;355(1393):135-46.- pdf
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Friston KJ, Frith CD, Fletcher P, Liddle PF, Frackowiak RS.Functional topography: multidimensional scaling and functional connectivity in the brain.Cereb Cortex. 1996 Mar-Apr;6(2):156-64.- pdf
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Friston KJ, Frith CD, Frackowiak RS, Turner R.Characterizing dynamic brain responses with fMRI: a multivariate approach.Neuroimage. 1995 Jun;2(2):166-72.- pdf�
Friston KJ, Frith CD, Liddle PF, Frackowiak RS.Functional connectivity: the principal-component analysis of large (PET) data sets. J Cereb Blood Flow Metab. 1993 Jan;13(1):5-14.- pdf�
K.J. Friston, L.G. Ungerleider, P. Jezzard, and R. Turner.Characterizing modulatory interactions between V1 and V2 in human cortex with fMRIHuman Brain Mapping, 2:211-224, 1995. - pdf�
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Topological inference
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Chumbley J, Worsley K, Flandin G, Friston K.Topological FDR for neuroimaging.Neuroimage. 2010 Feb 15;49(4):3057-64.- pdf�
Friston KJ.Testing for anatomically specified regional effects. Hum Brain Mapp. 1997;5(2):133-6.- pdf�
Friston KJ, Holmes A, Poline JB, Price CJ, Frith CD.Detecting activations in PET and fMRI: levels of inference and power. NeuroImage. 1996 Dec;4(3 Pt 1):223-35.- pdf�
Worsley KJ Marrett S Neelin P Vandal AC Friston KJ Evans ACA unified statistical approach for determining significant signals in images of cerebral activationHuman Brain Mapping1996;4:58-73.- pdf�
Friston KJ Holmes AP Worsley KJ Poline JB Frith CD and Frackowiak RSJ
Statistical Parametric Maps in functional imaging: A general linear approach
Human Brain Mapping 1995;2;189-210.- pdf
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Friston KJ Worsley KJ Frackowiak RSJ Mazziotta JC & Evans AC Assessing the significance of focal activations using their spatial extent Human Brain Mapping 1994;1:214-220.- pdf�
Friston KJ, Frith CD, Liddle PF, Frackowiak RS.Comparing functional (PET) images: the assessment of significant change. J Cereb Blood Flow Metab. 1991 Jul;11(4):690-9. - pdf�
Friston KJ, Frith CD, Liddle PF, Dolan RJ, Lammertsma AA, Frackowiak RS. The relationship between global and local changes in PET scans. J Cereb Blood Flow Metab. 1990 Jul;10(4):458-66. - pdf�
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Source reconstruction (EEG and MEG)
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Litvak V, Friston K.Electromagnetic source reconstruction for group studies.Neuroimage. 2008 Oct 1;42(4):1490-8.- pdf�
Friston K, Harrison L, Daunizeau J, Kiebel S, Phillips C, Trujillo-Barreto N, Henson R, Flandin G, Mattout J.Multiple sparse priors for the M/EEG inverse problem.Neuroimage. 2007 Oct 10; [Epub ahead of print]- pdf�
Mattout, J., Henson, R N. & Friston, K.J. Canonical Source Reconstruction for MEG.Computational Intelligence and Neuroscience. 2007. Article ID 67613- pdf�
Daunizeau J, Friston KJ.
A mesostate-space model for EEG and MEG.
NeuroImage. 2007 Jul 24;38(1):67-81- pdf
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Friston K, Henson R, Phillips C, Mattout J.
Bayesian estimation of evoked and induced responses.
Hum Brain Mapp. 2006 Feb 1;27(9):722-735.- pdf
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Mattout J, Phillips C, Penny WD, Rugg MD, Friston KJ.
MEG source localization under multiple constraints: An extended Bayesian framework.
NeuroImage. 2005 Dec 17; [Epub ahead of print]- pdf
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Phillips C, Mattout J, Rugg MD, Maquet P, Friston KJ.An empirical Bayesian solution to the source reconstruction problem in EEG. NeuroImage. 2005 Feb 15;24(4):997-1011.- pdf
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Special Presentations
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Special lecture: Free Energy and Active Inference - Karl J. Friston
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Dynamic Causal Modelling- (PowerPoint)
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Neural Mass Modelling- (PowerPoint)
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Free-energy and the brain- (PowerPoint)
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Free-energy and value- (PowerPoint)
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Free-energy and precision- (PowerPoint)
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Free-energy and saccades- (PowerPoint)
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Free-energy and schizophrenia- (PowerPoint)
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Cortical connectivity- (PowerPoint)
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Variational filtering and DEM- (PowerPoint)
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Free-energy lecture- (PowerPoint)
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Predictive coding lecture- (PowerPoint)
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Predictive coding and birdsong- (PowerPoint)
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Brain connectivity- (PowerPoint)
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Presentation I - (PowerPoint)
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Presentation II - (PowerPoint)
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Presentation III - (PowerPoint)
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