关键词: Madaline网络, 矩阵运算, 批量学习, 两类分类

Abstract: In this paper, a matrix computing-based mathematic model was established for the feedforward discrete Madaline network with one hidden layer. By analyzing the matrix representing samples and the matrix representing attributes of the network, and combining the hyperplane division theory in high dimensional space, a batch learning method was proposed for Madaline network with the input of lower dimensional samples. This method can effectively solve the problem of two-category classification of discrete data.

Key words: Madaline network, matrix computing, batch learning, two-category classification