A review of predictive coding algorithms

Brain and Cognition
M W Spratling

Abstract

Predictive coding is a leading theory of how the brain performs probabilistic inference. However, there are a number of distinct algorithms which are described by the term "predictive coding". This article provides a concise review of these different predictive coding algorithms, highlighting their similarities and differences. Five algorithms are covered: linear predictive coding which has a long and influential history in the signal processing literature; the first neuroscience-related application of predictive coding to explaining the function of the retina; and three versions of predictive coding that have been proposed to model cortical function. While all these algorithms aim to fit a generative model to sensory data, they differ in the type of generative model they employ, in the process used to optimise the fit between the model and sensory data, and in the way that they are related to neurobiology.

References

Nov 22, 1982·Proceedings of the Royal Society of London. Series B, Containing Papers of a Biological Character·M V SrinivasanA Dubs
Jan 13, 1998·Vision Research·B A Olshausen, D J Field
Sep 21, 2001·Network : Computation in Neural Systems·H Barlow
May 1, 1954·Psychological Review·F ATTNEAVE
Apr 30, 2004·Cerebral Cortex·Matthew E LarkumHans-R Lüscher
Mar 1, 2006·The Journal of Comparative Neurology·John C Anderson, Kevan A C Martin
May 1, 1996·Network : Computation in Neural Systems·G F Harpur, R W Prager
May 1, 1996·Network : Computation in Neural Systems·B A Olshausen, D J Field
Oct 28, 2006·Journal of Physiology, Paris·Janneke F M JeheeDana H Ballard
Nov 18, 2006·Journal of Neurophysiology·Dan ShlosbergRony Azouz
Jul 25, 2008·Cognition·Jakob HohwyKarl Friston
Nov 4, 2008·Frontiers in Computational Neuroscience·Michael W Spratling
May 5, 2009·PLoS Computational Biology·Janneke F M Jehee, Dana H Ballard
May 9, 2009·Computational Intelligence and Neuroscience·M W SpratlingR Kompass
Jun 17, 2009·Philosophical Transactions of the Royal Society of London. Series B, Biological Sciences·Karl Friston, Stefan Kiebel
Jun 30, 2009·Trends in Cognitive Sciences·Karl Friston
Jan 14, 2010·Nature Reviews. Neuroscience·Karl Friston
Mar 6, 2010·The Journal of Neuroscience : the Official Journal of the Society for Neuroscience·Michael W Spratling
Jul 16, 2010·Frontiers in Human Neuroscience·Andreja BubicRicarda I Schubotz
Oct 21, 2011·Frontiers in Systems Neuroscience·Stefan J Kiebel, Karl J Friston
Aug 10, 2012·Frontiers in Psychology·Dana H Ballard, Janneke Jehee
Nov 28, 2012·Neuron·Andre M BastosKarl J Friston
Dec 28, 2012·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Michael W Spratling
May 15, 2013·The Behavioral and Brain Sciences·Andy Clark
Jul 3, 2013·Journal of Computational Neuroscience·M W Spratling
Aug 17, 2014·Biological cybernetics·Laurent U PerrinetKarl J Friston
Oct 3, 2015·Brain and Cognition·William A Phillips

❮ Previous
Next ❯

Citations

Jan 24, 2017·PLoS Computational Biology·Veronika Koren, Sophie Denève
Mar 23, 2018·Neural Computation·Hannah ChoiEric Shea-Brown
Dec 12, 2017·Social Neuroscience·Łukasz OkruszekValeria Manera
Jan 11, 2019·Journal of Vision·Elle van HeusdenHinze Hogendoorn
Feb 28, 2019·PLoS Biology·Cooper A SmoutJason B Mattingley
Jul 10, 2019·Annual Review of Vision Science·Alison I WeberAdrienne L Fairhall
Dec 19, 2017·The European Journal of Neuroscience·Susan L Denham, István Winkler
Sep 11, 2019·Wiley Interdisciplinary Reviews. Cognitive Science·Evie A Malaia, Ronnie B Wilbur
Mar 10, 2020·Annals of the New York Academy of Sciences·Kevin S WalshRedmond G O'Connell
Feb 14, 2020·Journal of Mathematical Neuroscience·Aurel A LazarYiyin Zhou
Jun 3, 2020·PLoS Computational Biology·Florent Meyniel
Jul 1, 2020·Cognitive Science·Piotr Litwin, Marcin Miłkowski
Aug 22, 2020·ELife·Loreen Hertäg, Henning Sprekeler
Nov 7, 2019·Scientific Reports·Jiahe ZhangLisa Feldman Barrett
Jul 11, 2020·The Behavioral and Brain Sciences·Lucy S Petro, Lars Muckli
Aug 28, 2020·Frontiers in Neural Circuits·Max Bennett
Nov 22, 2019·Current Directions in Psychological Science·J Benjamin Hutchinson, Lisa Feldman Barrett
Nov 12, 2019·Frontiers in Systems Neuroscience·Wolf Singer
Mar 12, 2020·Nature Reviews. Neuroscience·Christoph Teufel, Paul C Fletcher
Sep 29, 2020·The Neuroscientist : a Review Journal Bringing Neurobiology, Neurology and Psychiatry·Junseok A Kim, Karen D Davis
Dec 6, 2016·Frontiers in Psychology·Stewart Shipp
Aug 3, 2019·Nature Communications·Gianpaolo DemarchiNathan Weisz
Jan 18, 2020·Nature Communications·Micha HeilbronFloris P de Lange
Nov 6, 2020·Social Cognitive and Affective Neuroscience·Jing JiangChunming Lu
Nov 29, 2020·Nature Communications·Rafi U HaqueKareem A Zaghloul
Dec 22, 2020·PLoS Biology·Lorena Casado-RománManuel S Malmierca
Dec 15, 2020·PLoS Computational Biology·Pantelis LeptourgosSophie Denève
Jan 1, 2019·Psychological Inquiry·Lynn C MillerStephen J Read
Feb 9, 2021·Frontiers in Neural Circuits·Alexander Asilador, Daniel A Llano
Nov 3, 2020·Frontiers in Psychiatry·Chun Yuen FongShinsuke Koike
Feb 6, 2020·Physics of Life Reviews·Jordan E TheriaultLisa Feldman Barrett
Mar 5, 2021·Nature Communications·Stefano RecanatesiEric Shea-Brown
Mar 30, 2021·Frontiers in Neural Circuits·Alejandro Tabas, Katharina von Kriegstein
May 1, 2021·Biomedicines·Hila Z Gvirts Probolovski, Anat Dahan
May 8, 2021·Nature Neuroscience·James M ShineMichael Breakspear
May 22, 2021·Brain and Neuroscience Advances·Joost HaarsmaSandra Tamm
Aug 8, 2021·Proceedings of the National Academy of Sciences of the United States of America·Wolf Singer

❮ Previous
Next ❯

Related Concepts

Trending Feeds

COVID-19

Coronaviruses encompass a large family of viruses that cause the common cold as well as more serious diseases, such as the ongoing outbreak of coronavirus disease 2019 (COVID-19; formally known as 2019-nCoV). Coronaviruses can spread from animals to humans; symptoms include fever, cough, shortness of breath, and breathing difficulties; in more severe cases, infection can lead to death. This feed covers recent research on COVID-19.

Blastomycosis

Blastomycosis fungal infections spread through inhaling Blastomyces dermatitidis spores. Discover the latest research on blastomycosis fungal infections here.

Nuclear Pore Complex in ALS/FTD

Alterations in nucleocytoplasmic transport, controlled by the nuclear pore complex, may be involved in the pathomechanism underlying multiple neurodegenerative diseases including Amyotrophic Lateral Sclerosis and Frontotemporal Dementia. Here is the latest research on the nuclear pore complex in ALS and FTD.

Applications of Molecular Barcoding

The concept of molecular barcoding is that each original DNA or RNA molecule is attached to a unique sequence barcode. Sequence reads having different barcodes represent different original molecules, while sequence reads having the same barcode are results of PCR duplication from one original molecule. Discover the latest research on molecular barcoding here.

Chronic Fatigue Syndrome

Chronic fatigue syndrome is a disease characterized by unexplained disabling fatigue; the pathology of which is incompletely understood. Discover the latest research on chronic fatigue syndrome here.

Evolution of Pluripotency

Pluripotency refers to the ability of a cell to develop into three primary germ cell layers of the embryo. This feed focuses on the mechanisms that underlie the evolution of pluripotency. Here is the latest research.

Position Effect Variegation

Position Effect Variagation occurs when a gene is inactivated due to its positioning near heterochromatic regions within a chromosome. Discover the latest research on Position Effect Variagation here.

STING Receptor Agonists

Stimulator of IFN genes (STING) are a group of transmembrane proteins that are involved in the induction of type I interferon that is important in the innate immune response. The stimulation of STING has been an active area of research in the treatment of cancer and infectious diseases. Here is the latest research on STING receptor agonists.

Microbicide

Microbicides are products that can be applied to vaginal or rectal mucosal surfaces with the goal of preventing, or at least significantly reducing, the transmission of sexually transmitted infections. Here is the latest research on microbicides.

Related Papers

Pediatrii︠a︡ akusherstvo i ginekologii︠a︡
O T Mikhaĭlenko, M Ia Chernega
Emergency Medicine Clinics of North America
P P Belliappa, L R Scheker
© 2021 Meta ULC. All rights reserved