
Mutual information, Fisher information, and population coding.
Publication
, Journal Article
Brunel, N; Nadal, JP
Published in: Neural Comput
October 1, 1998
In the context of parameter estimation and model selection, it is only quite recently that a direct link between the Fisher information and information-theoretic quantities has been exhibited. We give an interpretation of this link within the standard framework of information theory. We show that in the context of population coding, the mutual information between the activity of a large array of neurons and a stimulus to which the neurons are tuned is naturally related to the Fisher information. In the light of this result, we consider the optimization of the tuning curves parameters in the case of neurons responding to a stimulus represented by an angular variable.
Duke Scholars
Altmetric Attention Stats
Dimensions Citation Stats
Published In
Neural Comput
DOI
ISSN
0899-7667
Publication Date
October 1, 1998
Volume
10
Issue
7
Start / End Page
1731 / 1757
Location
United States
Related Subject Headings
- Neurons
- Models, Neurological
- Information Theory
- Cell Communication
- Artificial Intelligence & Image Processing
- Action Potentials
- 52 Psychology
- 49 Mathematical sciences
- 46 Information and computing sciences
Citation
APA
Chicago
ICMJE
MLA
NLM
Brunel, N., & Nadal, J. P. (1998). Mutual information, Fisher information, and population coding. Neural Comput, 10(7), 1731–1757. https://doi.org/10.1162/089976698300017115
Brunel, N., and J. P. Nadal. “Mutual information, Fisher information, and population coding.” Neural Comput 10, no. 7 (October 1, 1998): 1731–57. https://doi.org/10.1162/089976698300017115.
Brunel N, Nadal JP. Mutual information, Fisher information, and population coding. Neural Comput. 1998 Oct 1;10(7):1731–57.
Brunel, N., and J. P. Nadal. “Mutual information, Fisher information, and population coding.” Neural Comput, vol. 10, no. 7, Oct. 1998, pp. 1731–57. Pubmed, doi:10.1162/089976698300017115.
Brunel N, Nadal JP. Mutual information, Fisher information, and population coding. Neural Comput. 1998 Oct 1;10(7):1731–1757.

Published In
Neural Comput
DOI
ISSN
0899-7667
Publication Date
October 1, 1998
Volume
10
Issue
7
Start / End Page
1731 / 1757
Location
United States
Related Subject Headings
- Neurons
- Models, Neurological
- Information Theory
- Cell Communication
- Artificial Intelligence & Image Processing
- Action Potentials
- 52 Psychology
- 49 Mathematical sciences
- 46 Information and computing sciences