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Constraining computational models using electron microscopy wiring diagrams
- Source :
- Current Opinion in Neurobiology. 58:94-100
- Publication Year :
- 2019
- Publisher :
- Elsevier BV, 2019.
-
Abstract
- Numerous efforts to generate "connectomes," or synaptic wiring diagrams, of large neural circuits or entire nervous systems are currently underway. These efforts promise an abundance of data to guide theoretical models of neural computation and test their predictions. However, there is not yet a standard set of tools for incorporating the connectivity constraints that these datasets provide into the models typically studied in theoretical neuroscience. This article surveys recent approaches to building models with constrained wiring diagrams and the insights they have provided. It also describes challenges and the need for new techniques to scale these approaches to ever more complex datasets.
- Subjects :
- 0301 basic medicine
Computer science
Models, Neurological
Theoretical models
Machine learning
computer.software_genre
Nervous System
Set (abstract data type)
03 medical and health sciences
0302 clinical medicine
Models of neural computation
Connectome
Computational model
Computational neuroscience
Quantitative Biology::Neurons and Cognition
business.industry
General Neuroscience
Scale (chemistry)
Wiring diagram
Microscopy, Electron
030104 developmental biology
Artificial intelligence
Nerve Net
business
Neuroscience
computer
030217 neurology & neurosurgery
Subjects
Details
- ISSN :
- 09594388
- Volume :
- 58
- Database :
- OpenAIRE
- Journal :
- Current Opinion in Neurobiology
- Accession number :
- edsair.doi.dedup.....86159f88051e4e86c00c02d57c21e044
- Full Text :
- https://doi.org/10.1016/j.conb.2019.07.007