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Talk abstract:
Dynamics in homogeneous populations of spiking neurons
–
stability, locking, and fast transients
Wulfram Gerstner, Federal Inst. of Techn., Lausanne
The population activity in a homogeneous pool
of spiking neurons can be described by an integral equation
(similar to the original Wilson-Cowan model) which is exact in the limit of N \rightarrow
.
Typical dynamical states may be analyzed
directly on the level of the integral equation.
(i) fast transients: populations of spiking neurons react instanteneously
to step changes in the input (it cf. Tsodyks and Sejnowski;
Van Vreewsijk and Sompolinsky) --- which shows that
a description of the population activity A
with a standard first-order differential equation
is not valid (at least not during the initial phase of
the transient).
(ii) The `locking' condition that we have studied earlier,
(paper with van Hemmen and Cowan)
has a natural generalization in the
context of the integral equation.
(iii) Stability of incoherent firing states
(splay phase) may be analyzed in the presence of noise
as a function of parameters like the transmission delay.
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