A Generalizing Adaptive Discriminant Network
Tony R. Martinez, Cory Barker, Christophe G. Giraud-Carrier · 1993
This paper overviews the AA1 (Adaptive Algorithm 1) model of ASOCS the (Adaptive Self-Organizing Concurrent Systems) approach. It also presents promising empirical generalization results of AA1 with actual data. AA1 is a topologically dynamic network which grows to fit the problem being learned. AA1 generalizes in a self-organizing fashion to a network which seeks to find features which discriminate between concepts. Convergence to a training set is both guaranteed and bounded linearly in time.