A method for constructing a unipolar interconnection weight matrix (IW
M) of the interpattern association (IPA) model is presented. By a sear
ch of the redundant interconnection links, a method that removes all n
egative links is introduced. Since the IWM is unipolar, the difficulty
of implementing positive and negative IWM's can be avoided. Computer
simulation and experimental results show that the unipolar IWM IPA neu
ral network. performs better than the bipolar IWM IPA model.