noiseType <group-list> [-range <range> | -multiply | -flat]
This command sets the type of noise function and range of the distribution used by all of the input, output, or link derivative noise procedures in the groups. A group can only have a single noise function and range, as it is assumed that no more than one of these forms of noise will be used at any one time. The actual noise procedures are activated by including one of the following group types: DERIV_NOISE, IN_NOISE, IN_DERIV_NOISE, OUT_NOISE, OUT_DERIV_NOISE.
The default range is 0.1 and the default noise procedure is
additive and gaussian. In this case the range is the standard deviation
distribution is centered on 0.0.
-multiply will make the
noise procedure multiplicative, scaling the values based on a
distribution centered around 1.0.
-flat will make the
distribution uniform, rather than gaussian, where the range is half the
Using * in place of the group name will affect all groups.
To use additive noise selected uniformly from the range [-0.01, +0.01) on the "hidden" group:
lens> noise hidden -flat -r 0.01
To use multiplicative noise sampled from a gaussian distribution with standard deviation 0.1 centered around 1.0:
lens> noise hidden -r 0.1 -m
To eliminate the effect of noise in the network:
lens> noise * -r 0