Dynamic causal modelling

NeuroImage
Karl FristonWill D Penny

Abstract

In this paper we present an approach to the identification of nonlinear input-state-output systems. By using a bilinear approximation to the dynamics of interactions among states, the parameters of the implicit causal model reduce to three sets. These comprise (1) parameters that mediate the influence of extrinsic inputs on the states, (2) parameters that mediate intrinsic coupling among the states, and (3) [bilinear] parameters that allow the inputs to modulate that coupling. Identification proceeds in a Bayesian framework given known, deterministic inputs and the observed responses of the system. We developed this approach for the analysis of effective connectivity using experimentally designed inputs and fMRI responses. In this context, the coupling parameters correspond to effective connectivity and the bilinear parameters reflect the changes in connectivity induced by inputs. The ensuing framework allows one to characterise fMRI experiments, conceptually, as an experimental manipulation of integration among brain regions (by contextual or trial-free inputs, like time or attentional set) that is revealed using evoked responses (to perturbations or trial-bound inputs, like stimuli). As with previous analyses of effective con...Continue Reading

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Jun 30, 2009·Progress in Neurobiology·Arun L BokdeHarald Hampel
Jun 6, 2009·Magnetic Resonance Imaging·Till NierhausArno Villringer
Jun 23, 2009·NeuroImage·Marta I GarridoKarl Friston
Jun 6, 2009·Journal of Physiology, Paris·Dirk HemmelmannMiroslaw Galicki
Jun 23, 2009·Trends in Cognitive Sciences·Jon DriverChristian C Ruff
Jul 25, 2009·Journal of Neuroscience Methods·Vasily A VakorinAnthony R McIntosh
Dec 30, 2015·European Neuropsychopharmacology : the Journal of the European College of Neuropsychopharmacology·Odile A van den HeuvelDick J Veltman
May 12, 2009·Brain and Language·Jubin AbutalebiStefano Cappa
Jun 2, 2009·Brain Research Bulletin·Y MoritoNorihiro Sadato
Dec 19, 2015·Cerebral Cortex·Yury KoushFrank Scharnowski
Apr 21, 2009·Cortex; a Journal Devoted to the Study of the Nervous System and Behavior·Chunming LuChunlan Lin
Feb 3, 2009·Brain and Cognition·Michael C Stevens
Mar 27, 2009·Neuroscience Research·G de MarcoP Berquin
Apr 8, 2009·NeuroImage·John A ClitheroScott A Huettel
Mar 10, 2016·Journal of Neuroscience Methods·S TakWill D Penny
Jan 13, 2015·International Journal of Psychophysiology : Official Journal of the International Organization of Psychophysiology·Stewart A Shankman, Stephanie M Gorka
Sep 6, 2008·NeuroImage·Marco TettamantiAndrea Moro
Jun 13, 2013·Journal of Cerebral Blood Flow and Metabolism : Official Journal of the International Society of Cerebral Blood Flow and Metabolism·Jung Hwan KimDavid Ress
Jul 29, 2008·NeuroImage·Catie ChangGary H Glover
Nov 26, 2015·Cerebral Cortex·Corinna PehrsStefan Koelsch
Jun 24, 2008·Journal of Theoretical Biology·Anca Rădulescu
Apr 25, 2008·NeuroImage·Karl FristonJean Daunizeau
Apr 1, 2008·Methods : a Companion to Methods in Enzymology·Barry Horwitz, Jason F Smith
May 3, 2008·NeuroImage·Karl Friston
Jan 22, 2008·Journal of Neuroscience Methods·Christian WindischbergerEwald Moser
Jan 1, 2008·NeuroImage·Jan KujalaRiitta Salmelin
Dec 22, 2011·NeuroImage·Aline W de BorstElia Formisano
Jan 17, 2012·NeuroImage·Emilia IannilliThomas Hummel
Aug 9, 2011·NeuroImage·Dirk-Bart den OudenCynthia K Thompson
Aug 13, 2011·NeuroImage·Chun-Chuan ChenKarl Friston
Nov 7, 2007·Neuroimaging Clinics of North America·F Dubois BowmanGordana Derado
Dec 5, 2015·Scientific Reports·Robin A A IncePhilippe G Schyns
Dec 25, 2007·NeuroImage·O DavidPhilippe Kahane
Oct 16, 2007·NeuroImage·André C MarreirosKarl Friston
Jul 10, 2007·Trends in Cognitive Sciences·Hugo J Spiers, Eleanor A Maguire
Sep 11, 2007·Journal of Neuroscience Methods·Aurélie BoucardXavier Noguès
May 15, 2007·Magnetic Resonance Imaging·Baxter P RogersJohn C Gore
Apr 27, 2007·Magnetic Resonance Imaging·Stephen José HansonYaroslav O Halchenko
Apr 25, 2007·Magnetic Resonance Imaging·Nikolaus WeiskopfKlaus Mathiak
Apr 25, 2007·Brain Research Bulletin·Alessandro LondeiM Olivetti Belardinelli
Feb 27, 2007·Hearing Research·Timothy D GriffithsKarl Friston
Dec 13, 2006·NeuroImage·Stefan J KiebelKarl Friston
Dec 26, 2006·Trends in Cognitive Sciences·Kiyoshi NakaharaYasushi Miyashita
Sep 20, 2015·Journal of Neuroscience Methods·Eduardo A AponteJakob Heinzle
Oct 24, 2006·NeuroImage·Karl FristonWill D Penny
Sep 13, 2013·International Journal of Stroke : Official Journal of the International Stroke Society·Valerie M PomeroyFAST INdICATE Investigators
Oct 25, 2006·Neural Networks : the Official Journal of the International Neural Network Society·Michael I PosnerYiYuan Tang
Jul 16, 2015·Brain Connectivity·Ibai DiezAlzheimer's Disease Neuroimaging Initiative
Jul 18, 2015·Human Brain Mapping·Laura S van VelzenOdile A van den Heuvel
Apr 25, 2015·Methods of Information in Medicine·P OsórioPatricia Figueiredo
Feb 24, 2015·Human Brain Mapping·Wei HeBlake W Johnson
Feb 25, 2015·Human Brain Mapping·Jakub Limanowski, Felix Blankenburg
Mar 19, 2014·Journal of Child Psychology and Psychiatry, and Allied Disciplines·Sarah L KaralunasJoel T Nigg
Sep 17, 2015·Brain : a Journal of Neurology·Michael BreakspearPhilip B Mitchell
Oct 10, 2013·Scientific Reports·Y YaoJ F Feng
May 30, 2015·The Journal of Pain : Official Journal of the American Pain Society·Landrew S SevelMichael E Robinson
Aug 21, 2015·Journal of Neuroscience Methods·Matthias StaibDominik R Bach
Jul 29, 2004·Human Brain Mapping·Michael BreakspearLeanne M Williams
Dec 22, 2004·Journal of Anatomy·Klaas Enno Stephan
Apr 23, 2005·Human Brain Mapping·Jack L LancasterPeter T Fox
Dec 25, 2008·Human Brain Mapping·Pedro A Valdes-SosaTohru Ozaki
Aug 9, 2015·NeuroImage·Martin HavlicekKamil Uludağ
Feb 25, 2009·Human Brain Mapping·Andrew M MichaelV D Calhoun
Mar 19, 2009·Human Brain Mapping·Andreas Meyer-Lindenberg
Apr 11, 2009·Human Brain Mapping·Stefan J KiebelKarl Friston
Nov 29, 2007·Human Brain Mapping·Maria A RoccaMassimo Filippi
Dec 13, 2005·Human Brain Mapping·V D CalhounG D Pearlson
May 27, 2006·Human Brain Mapping·J J RieraR Kawashima
Nov 13, 2007·Psychophysiology·Elena RykhlevskaiaMonica Fabiani
Sep 28, 2007·The European Journal of Neuroscience·Sven HallerPeter Indefrey
May 2, 2006·Journal of Magnetic Resonance Imaging : JMRI·Cathy J PriceKarl Friston
Nov 30, 2006·Human Brain Mapping·Falk EippertSilke Anders
Mar 10, 2011·Annals of Neurology·Ling E WangChristian Grefkes
Jun 19, 2010·Psychophysiology·Dominik R BachRaymond J Dolan
May 23, 2012·Human Brain Mapping·Catherine E DaveyLeigh A Johnston
Jan 22, 2010·Human Brain Mapping·R N HensonJérémie Mattout
Jul 1, 2010·Topics in Cognitive Science·Richard P Cooper, Tim Shallice
Jul 23, 2014·Human Brain Mapping·Narges BazarganiIroise Dumontheil
Nov 16, 2012·Human Brain Mapping·Liangsuo MaF Gerard Moeller
Dec 10, 2009·Human Brain Mapping·Keith Kawabata DuncanG Barnes
Jan 7, 2011·Wiley Interdisciplinary Reviews. Cognitive Science·Klaas Enno Stephan, Karl Friston
Mar 16, 2013·Annals of the New York Academy of Sciences·Charlotte NymbergGunter Schumann
Sep 25, 2009·Human Brain Mapping·Federica AgostaMassimo Filippi
May 30, 2009·Human Brain Mapping·Markus PlonerJoachim Gross
Mar 22, 2016·ELife·Derek Evan Nee, Mark D'Esposito
Mar 19, 2014·The Hastings Center Report·Martha J Farah
Jan 29, 2010·Human Brain Mapping·Mariët van BuurenMatthijs Vink
Aug 19, 2009·Psychophysiology·Patrick J C May, Hannu Tiitinen
Mar 24, 2016·Proceedings of the National Academy of Sciences of the United States of America·Arjan HillebrandCornelis J Stam
Jul 30, 2014·IEEE Transactions on Medical Imaging·Arnaud MesséGuillaume Marrelec
Apr 25, 2014·IEEE Transactions on Biomedical Circuits and Systems·Zening FuZhiguo Zhang
Sep 25, 2014·IEEE Transactions on Bio-medical Engineering·Aiping LiuZ Jane Wang
Dec 23, 2014·IEEE Transactions on Medical Imaging·Karthik Ramakrishnan SreenivasanGopikrishna Deshpande
Jun 24, 2014·IEEE Transactions on Bio-medical Engineering·Ying LiuSelin Aviyente