Sigmoid function
The graphic on the left shows the sigmoid function for the units in the network. It is an
exponential function which has as a most important characteristic the fact that, even if x
assumes values next to the infinitely big or little, f(x) will assume a value between 0 and 1.
This characteristic implies that the function translates values of x to a binary value, typically:
f( x) > 0.9 : f(x) = 1 , f(x) < 0.1 : f(x) = 0.
|
The PDP researchers
They are the ideators of the backpropagation algorhythm:
Parallel distributed processing: Explorations in the microstructure of cognition,
J.L. McLelland, D.E. Rumelhart and the PDP research group,
MIT press/Bradford Books, 1986
|