Abstract: In this paper neural network ensemble is combined with rule learning, which results in a rule learning algorithm based on neural network ensemble This algorithm regards neural network ensemble as the front end processing of rule learning, which generates the training set for rule learning Experimental results on some data sets of UCI machine learning repository show that this algorithm can generate rules with strong generalization ability