The authors present the results of experimental work that demonstrates
the generation of linear and sigmoid activation functions in a digita
l stochastic bit-stream neuron. These activation functions are generat
ed by a stochastic process and require no additional hardware, enablin
g the design of an individual neuron to be extremely compact.