Name
Title | ||
|---|---|---|
Complex spiking models: a role for diffuse thalamic projections in complex cortical activity |
Abstract | ||
|---|---|---|
Cortical activity exhibits complex, persistent self-sustained dynamics, which is hypothesised to support the brain's sophisticated processing capabilities. Prior studies have shown how complex activity can be sustained for some time in spiking neural network models, but network activity in these models resembled high firing rate seizure which would eventually fail, leading to indefinite quiescence. We present a spiking network model of cortex innervated by diffuse thalamic projections, called the Complex Spiking Model (CSM). The model exhibits persistent, self-sustained, non-periodic, complex dynamics at low firing rates. Multiple network configurations were tested, systematically varying diffuse excitation from the thalamus, strength of the local cortical inhibition and excitation, neighbourhood diameters, synaptic efficacies and synaptic current time constants. Complex activity in all the network configurations depended strongly upon the strength of the diffuse excitation from the thalamus. We propose that diffuse thalamic projections to cortex facilitate complex cortical dynamics and are likely to be an important factor in the support of cognitive functions. |
Year | DOI | Venue |
|---|---|---|
2010 | 10.1007/978-3-642-17537-4_6 | Lecture Notes in Computer Science |
Keywords | Field | DocType |
diffuse thalamic projection,cortical activity,network activity,network configuration,complex spiking model,complex cortical activity,complex cortical dynamic,spiking network model,complex dynamic,neural network model,multiple network configuration,complex activity,cognitive function,complex dynamics,network model,process capability,spiking neural networks,time constant,spiking neural network | Thalamus,Cortex (botany),Complex dynamics,Computer science,Artificial intelligence,Spiking neural network,Machine learning,Network activity,Network model | Conference |
Volume | ISSN | ISBN |
6443 | 0302-9743 | 3-642-17536-8 |
Citations | PageRank | References |
0 | 0.34 | 3 |
Authors | ||
2 | ||
Name | Order | Citations | PageRank |
|---|---|---|---|
| Peter Stratton | 1 | 9 | 2.82 |
| Janet Wiles | 2 | 156 | 21.96 |