Training Pyramidal Structures

An alternative structure to full pyramids is shown which requires fewer pRAMS.
The N output pyramids indicate the class of the input and either unary (N classes) or binary (2^N classes) coding can be used.

Training

The input pyramidal layer(s) would normally be trained first and act as feature detectors.
The output pyramids are trained seprately as full discriminators (unary coding) or as a set (binary coding).
The error function is calculated according to the output coding selected and from this, the reward and penalty signals are calculated by external circuits.

More data


T G Clarkson, August 1995