By using kernel idea the kernel perceptron algorithm nonlinearly generalizes the linear perceptron algorithm. It can handle the linearly non-separable classification problems in the original input space and the linearly separable ones in the feature space. 核感知器算法利用核思想非线性地推广了线性感知器(LP)算法,使其可以处理原始输入空间中的非线性分类问题和高维特征空间中的线性问题。
This paper applies BP Neural Network to classification based on feature extraction and with a linear perceptron for recognition of individual characters. 本文在特征抽取的基础上,采用BP网络进行分类,并附加线性感知器(LP)来实现单字的有效识别。
The linear forward feedback perceptron with single layer is used to seek the inverse matrix in failure analysis of power system, so that the calculation is simplified. 将单层线性前馈网络用于矩阵求逆的方法,应用于电力系统故障计算中,从而简化了计算。
Application of linear forward feedback perceptron to failure analysis of power system 线性前馈网络分类器在电力系统故障计算中的应用
In this paper, we develop a DNA_based model to realize linear classifying function of perceptron in neural network. This model completes parallel learning courses of neural network and uses the utmost parallel feature of DNA computing adequately. 本文建立了在人工神经网络中实现简单的线性分类功能的、感知机的DNA计算的自装配模型,该模型并行地实现了神经网络的学习过程,充分利用了DNA计算极度并行的特点。