Empirical study demonstrates that the robust learning algorithm of MNN has better precision and generalization than both modular neural networks and single neural network with the same robust algorithm, when trained under the contained dada.

• 第二章，本文提出了一种模块化神经网络的鲁棒学习算法，实验研究表明模块化神经网络的鲁棒学习算法对于污染样本的学习能获得较好的鲁棒性能和较高的学习精度，特别是在模型较复杂时，该算法的效果尤为明显。