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Refractory Pulse Counting Processes in Stochastic Neural Computers
Oleh:
McNeill, D.K.
;
Card, H.C.
Jenis:
Article from Journal - ilmiah internasional
Dalam koleksi:
IEEE Transactions on Neural Networks vol. 16 no. 2 (Mar. 2005)
,
page 505-508.
Topik:
Stochastic
;
refractory
;
pulse
;
counting processes
;
stochastic neural
;
computers
Ketersediaan
Perpustakaan Pusat (Semanggi)
Nomor Panggil:
II36.12
Non-tandon:
1 (dapat dipinjam: 0)
Tandon:
tidak ada
Lihat Detail Induk
Isi artikel
This letter quantitatively investigates the effect of a temporary refractory period or dead time in the ability of a stochastic Bernoulli processor to record subsequent pulse events, following the arrival of a pulse. These effects can arise in either the input detectors of a stochastic neural network or in subsequent processing. A transient period is observed, which increases with both the dead time and the Bernoulli probability of the dead-time free system, during which the system reaches equilibrium. Unless the Bernoulli probability is small compared to the inverse of the dead time, the mean and variance of the pulse count distributions are both appreciably reduced.
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