A Personal Account of the Development of the Field Theory of Large-Scale Brain Activity from 1945 Onward
Jack Cowan
Additional contact information
Jack Cowan: University of Chicago, Department of Mathematics
Chapter Chapter 2 in Neural Fields, 2014, pp 47-96 from Springer
Abstract:
Abstract In this paper I give my personal perspective on the development of a field theory of large-scale brain activity. I review early work by Pitts, Wiener, Beurle and others, and give an account of the development of the mean-field Wilson-Cowan equations. I then outline my reasons for trying to develop a stochastic version of these equations, and recall the steps leading to the discovery that one can use field theory and the van Kampen system-size expansion of a neural master equation to obtain stochastic Wilson-Cowan equations. I then describe how stochastic neural field theory led to the discovery that there is a directed percolation phase transition in large-scale brain activity, and how the stochastic Wilson-Cowan equations can provide insight into many aspects of large-scale brain activity, such as the generation of fluctuation-driven avalanches and oscillations. Oscillations
Keywords: Large-scale Brain Activity; Wilson-Cowan Equations; System Size Expansion; Master Equation; Moment Generating Functions (MGF) (search for similar items in EconPapers)
Date: 2014
References: Add references at CitEc
Citations:
There are no downloads for this item, see the EconPapers FAQ for hints about obtaining it.
Related works:
This item may be available elsewhere in EconPapers: Search for items with the same title.
Export reference: BibTeX
RIS (EndNote, ProCite, RefMan)
HTML/Text
Persistent link: https://EconPapers.repec.org/RePEc:spr:sprchp:978-3-642-54593-1_2
Ordering information: This item can be ordered from
http://www.springer.com/9783642545931
DOI: 10.1007/978-3-642-54593-1_2
Access Statistics for this chapter
More chapters in Springer Books from Springer
Bibliographic data for series maintained by Sonal Shukla () and Springer Nature Abstracting and Indexing ().