Signal melding-the construction of training vectors for classifying data series

This paper presents a beneficial technique for dynamically generating intermediate target output(s) for use in the training of classifiers on sequentially presented data series. The effects on accuracy and generalisability are examined by pitting the new technique, signal melding, against several standard back propagation through time techniques and a feed forward technique, cascade correlation