
Autoassociation
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Let us take a common case as our example. Suppose that the
event is well defined, both in shape and in duration. In order to
sample every border condition, as well as the complete event, we must
prepend and append nonpattern data of the same length as the event.
Then, the length of each training sample would be equal to the length
of the event. The first sample is taken from the beginning of the
extended series and is entirely nonpattern. The second sample is one
to the right and includes the leftmost part of the pattern. This is
repeated until the last sample is taken, entirely past the event. For
an image, this would b