Sparse spike trains and the limitation of rate codes underlying rapid behaviours
(2023) In Biology letters 19(5).- Abstract
Animals live in dynamic worlds where they use sensorimotor circuits to rapidly process information and drive behaviours. For example, dragonflies are aerial predators that react to movements of prey within tens of milliseconds. These pursuits are likely controlled by identified neurons in the dragonfly, which have well-characterized physiological responses to moving targets. Predominantly, neural activity in these circuits is interpreted in context of a rate code, where information is conveyed by changes in the number of spikes over a time period. However, such a description of neuronal activity is difficult to achieve in real-world, real-time scenarios. Here, we contrast a neuroscientists' post-hoc view of spiking activity with the... (More)
Animals live in dynamic worlds where they use sensorimotor circuits to rapidly process information and drive behaviours. For example, dragonflies are aerial predators that react to movements of prey within tens of milliseconds. These pursuits are likely controlled by identified neurons in the dragonfly, which have well-characterized physiological responses to moving targets. Predominantly, neural activity in these circuits is interpreted in context of a rate code, where information is conveyed by changes in the number of spikes over a time period. However, such a description of neuronal activity is difficult to achieve in real-world, real-time scenarios. Here, we contrast a neuroscientists' post-hoc view of spiking activity with the information available to the animal in real-time. We describe how performance of a rate code is readily overestimated and outline a rate code's significant limitations in driving rapid behaviours.
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- author
- Fabian, Joseph M. LU ; O'Carrol, David C. LU and Wiederman, Steven D. LU
- organization
- publishing date
- 2023
- type
- Contribution to journal
- publication status
- published
- subject
- keywords
- dragonfly, rate code, spike train, STMD, vision
- in
- Biology letters
- volume
- 19
- issue
- 5
- article number
- 20230099
- pages
- 5 pages
- publisher
- Royal Society Publishing
- external identifiers
-
- pmid:37161293
- scopus:85159690639
- ISSN
- 1744-9561
- DOI
- 10.1098/rsbl.2023.0099
- language
- English
- LU publication?
- yes
- id
- 3edec273-e1ac-490d-bcf4-abab8087e173
- date added to LUP
- 2023-08-22 10:57:06
- date last changed
- 2024-04-20 01:12:54
@article{3edec273-e1ac-490d-bcf4-abab8087e173,
abstract = {{<p>Animals live in dynamic worlds where they use sensorimotor circuits to rapidly process information and drive behaviours. For example, dragonflies are aerial predators that react to movements of prey within tens of milliseconds. These pursuits are likely controlled by identified neurons in the dragonfly, which have well-characterized physiological responses to moving targets. Predominantly, neural activity in these circuits is interpreted in context of a rate code, where information is conveyed by changes in the number of spikes over a time period. However, such a description of neuronal activity is difficult to achieve in real-world, real-time scenarios. Here, we contrast a neuroscientists' post-hoc view of spiking activity with the information available to the animal in real-time. We describe how performance of a rate code is readily overestimated and outline a rate code's significant limitations in driving rapid behaviours.</p>}},
author = {{Fabian, Joseph M. and O'Carrol, David C. and Wiederman, Steven D.}},
issn = {{1744-9561}},
keywords = {{dragonfly; rate code; spike train; STMD; vision}},
language = {{eng}},
number = {{5}},
publisher = {{Royal Society Publishing}},
series = {{Biology letters}},
title = {{Sparse spike trains and the limitation of rate codes underlying rapid behaviours}},
url = {{http://dx.doi.org/10.1098/rsbl.2023.0099}},
doi = {{10.1098/rsbl.2023.0099}},
volume = {{19}},
year = {{2023}},
}