Source : Free On-Line Dictionary of Computing

Hebbian
     
        Refers to the most common way for a neural network to learn,
        namely supervised learning.  Using a training sample which
        should produce known responses, the connection weights are
        adjusted so as to minimise the differences between the desired
        and actual outputs for the training sample.