Two papers on Tuning Curves and Neural Control
Gabriele Scheler
scheler at ICSI.Berkeley.EDU
Tue May 1 12:12:18 EDT 2001
The following two papers from CNS 2000 and CNS 2001 are available from my
website
http://wwwbrauer.in.tum.de/~scheler/pub/control.ps
http://wwwbrauer.in.tum.de/~scheler/pub/cns-paper.pdf
Signal Loss with Neural Controllers
Gabriele Scheler
We examine the effect of neuronal plasticity on information processing in a
neural feedback-control system implemented by a recurrent structure.
We show that fine tuning of low-pass and high-pass filters on information
flow may lead to controlled signal degradation and signal loss, which is
an important function for any self-recursive system.
We relate the filter function to neuromodulatory control, and discuss the
biological realization of short-term and long-term plasticity effects.
Dopamine modulation of prefrontal delay activity - reverbatory activity and
sharpness of tuning curves
Gabriele Scheler and Jean-Marc Fellous
Recent electrophysiological experiments have shown that dopamine (D1)
modulation of pyramidal cells in prefrontal cortex reduce spike frequency
adaptation and enhances NMDA transmission. Using four models, from
multicompartmental to integrate and fire, we examine the effects of these
modulations on sustained (delay) activity in a reverberatory network. We find
that D1 modulation may enable robust network bistability yielding selective
reverberation among cells that code for a particular item or location. We
further show that the tuning curve of such cells is sharpened, and the
signal-to-noise ratio is increased. We postulate that D1 modulation affects
the tuning of "memory fields" and yield efficient distributed dynamic
representations.
Gabriele Scheler
-------------------
Dr. Gabriele Scheler
ICSI
1947 Center Street
Berkeley, Ca. 94704
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