Figure 2. Relationship between learning speed and neuronal redundancy (
).
(A): Learning speed when , or
. The bar graph and error bars depict sample means and standard deviations, both of which are calculated using the results of randomly sampled sets of 1000
values. (B): Learning curves when
, or
. These curves and error bars show averaged values and standard deviations of errors. (C): Relationship between learning speed and the number of model neurons when
, or
. The horizontal axis represents the number of neurons
and the vertical axis represents
, where
is the learning speed when the number of neurons is
. Dotted and solid lines denote the average learning speed and power functions fitted to the values, respectively.